{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5e3d8ace-aed2-4e7b-aecd-20720c2268a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>MarketR</th>\n",
       "      <th>MarketR_e</th>\n",
       "      <th>rfmonth</th>\n",
       "      <th>ret</th>\n",
       "      <th>ret_e</th>\n",
       "      <th>marketret3</th>\n",
       "      <th>marketret6</th>\n",
       "      <th>marketret12</th>\n",
       "      <th>Q</th>\n",
       "      <th>cpi</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1991-01-31</th>\n",
       "      <td>0.029998</td>\n",
       "      <td>0.036554</td>\n",
       "      <td>0.006930</td>\n",
       "      <td>0.023068</td>\n",
       "      <td>0.029624</td>\n",
       "      <td>-0.084127</td>\n",
       "      <td>-0.305662</td>\n",
       "      <td>0.254049</td>\n",
       "      <td>1991 Q1</td>\n",
       "      <td>2.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-02-28</th>\n",
       "      <td>0.010203</td>\n",
       "      <td>0.021860</td>\n",
       "      <td>0.006930</td>\n",
       "      <td>0.003273</td>\n",
       "      <td>0.014930</td>\n",
       "      <td>-0.183573</td>\n",
       "      <td>-0.384745</td>\n",
       "      <td>0.241492</td>\n",
       "      <td>1991 Q1</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-03-31</th>\n",
       "      <td>-0.099663</td>\n",
       "      <td>-0.060425</td>\n",
       "      <td>0.006930</td>\n",
       "      <td>-0.106593</td>\n",
       "      <td>-0.067355</td>\n",
       "      <td>-0.252928</td>\n",
       "      <td>-0.445049</td>\n",
       "      <td>0.288857</td>\n",
       "      <td>1991 Q1</td>\n",
       "      <td>1.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-04-30</th>\n",
       "      <td>-0.079652</td>\n",
       "      <td>-0.031449</td>\n",
       "      <td>0.006651</td>\n",
       "      <td>-0.086303</td>\n",
       "      <td>-0.038100</td>\n",
       "      <td>-0.234776</td>\n",
       "      <td>-0.394937</td>\n",
       "      <td>0.691749</td>\n",
       "      <td>1991 Q2</td>\n",
       "      <td>1.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-31</th>\n",
       "      <td>-0.074521</td>\n",
       "      <td>0.005375</td>\n",
       "      <td>0.006092</td>\n",
       "      <td>-0.080613</td>\n",
       "      <td>-0.000717</td>\n",
       "      <td>-0.236294</td>\n",
       "      <td>0.181673</td>\n",
       "      <td>1.542701</td>\n",
       "      <td>1991 Q2</td>\n",
       "      <td>3.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             MarketR  MarketR_e   rfmonth       ret     ret_e  marketret3  \\\n",
       "month                                                                       \n",
       "1991-01-31  0.029998   0.036554  0.006930  0.023068  0.029624   -0.084127   \n",
       "1991-02-28  0.010203   0.021860  0.006930  0.003273  0.014930   -0.183573   \n",
       "1991-03-31 -0.099663  -0.060425  0.006930 -0.106593 -0.067355   -0.252928   \n",
       "1991-04-30 -0.079652  -0.031449  0.006651 -0.086303 -0.038100   -0.234776   \n",
       "1991-05-31 -0.074521   0.005375  0.006092 -0.080613 -0.000717   -0.236294   \n",
       "\n",
       "            marketret6  marketret12        Q  cpi  \n",
       "month                                              \n",
       "1991-01-31   -0.305662     0.254049  1991 Q1  2.2  \n",
       "1991-02-28   -0.384745     0.241492  1991 Q1  1.0  \n",
       "1991-03-31   -0.445049     0.288857  1991 Q1  1.6  \n",
       "1991-04-30   -0.394937     0.691749  1991 Q2  1.3  \n",
       "1991-05-31    0.181673     1.542701  1991 Q2  3.6  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import statsmodels.formula.api as smf\n",
    "from statsmodels.iolib.summary2 import summary_col\n",
    "\n",
    "reg_data = pd.read_excel('C:/datasets/reg_data.xlsx')\n",
    "\n",
    "reg_data['month'] = pd.to_datetime(reg_data['month'])\n",
    "reg_data.set_index('month', inplace=True)\n",
    "reg_data.sort_index(inplace=True)\n",
    "\n",
    "reg_data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "251c166d-4eab-40f8-9f49-3fc013ee897e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jRozAeeedh4aGhgHfjsHYdxWKekIcsnV/Jy6btwIrtzcP9qYQQgghhJA8QNM0BCOxQfmjaVpW23rcccdhwoQJWLBggXxswYIFGD9+PI499ljTc1999VWceuqpqK6uxrBhw/Af//Ef2LJli/z59u3b4XK58Nxzz+GMM85ASUkJ/vznP6f8zqamJpxwwgn4yle+glAoBE3T8Jvf/AZTpkxBaWkpjj76aPz973+X73nmmWcCAGpqahy5B0aOHIlRo0bhyCOPxM9+9jO0tbXh/ffflz/fuHEjzj33XFRUVKC2thaXXnopGhsbAejuhbfffht/+MMfZMZ/+/bttiUEL7zwgmniwW233YZjjjkG8+bNw5QpUxAIBKBpGlwuFx577DFccMEFKCsrw7Rp0/DPf/6zx33oCzinnhCHvPpRPZZ8sh9jq0swc9LQwd4cQgghhBAyyHRH4zjs1tcG5XdvvONslPmzk3NXXnklnnjiCXzzm98EAMybNw9XXXUVFi9ebHpeV1cX5syZgyOPPBJdXV249dZbccEFF2Dt2rWmMWw/+clPcM899+CJJ55AIBDA66+/Ln+2a9cuzJo1CzNnzsS8efPg9Xpxyy23YMGCBXjooYcwbdo0LFmyBN/61rcwYsQInHrqqXj++efxta99DZs3b0ZVVRVKS0sd7VcwGMQTTzwBAPD5fACAvXv34vTTT8e3v/1t3Hvvveju7sZPfvITXHTRRXjzzTfxhz/8AZ988gmOOOII3HHHHQCAESNGOD6Wn332GZ577jk8//zz8Hg88vHbb78dv/nNb/Db3/4W9913H775zW9ix44dGDq0//QDRT0hDonH9WhoLJ5dVJQQQgghhJB84NJLL8XNN98sM+3Lli3DX//61xRR/7Wvfc30/8cffxwjR47Exo0bccQRR8jHr7/+elx44YUpv+eTTz7Bl770Jfznf/6nzIR3dXXh3nvvxZtvvomTTjoJADBlyhS88847eOSRR3D66adL4Tty5EhHDffGjRsHQBf1mqZhxowZ+MIXvgAAeOihh3DcccfhzjvvlM+fN28exo8fj08++QQHH3ww/H4/ysrKMGrUqMwHz0IkEsFTTz2VEgi44oor8I1vfAMAcOedd+K+++7DihUr8OUvfznr3+EUinpCHCKkfIKanhBCCCGEACj1ebDxjrMH7Xdny/Dhw3HeeefhySefhKZpOO+88zB8+PCU523ZsgU///nP8d5776GxsRGJRAIAUFdXZxL1M2fOTHltd3c3Tj31VHzjG9/AH/7wB/n4xo0bEQqF8KUvfcn0/EgkkmL/d8rSpUtRXl6ONWvW4Cc/+Qnmz58vM/WrVq3CW2+9hYqKCtv9O/jgg3P6nYKJEyfaZvaPOuoo+e/y8nJUVlb2e50/RT0hDkkk65ayrV8ihBBCCCHFicvlytoCP9hcddVV+N73vgcAeOCBB2yfc/7552P8+PF49NFHMWbMGCQSCRxxxBGIRCKm55WXl6e8NhAI4Itf/CJeeeUV3HjjjTKbLgIDr7zyCsaOHZvymlyYPHkyqqurcfDBByMUCuGCCy7Ahg0bEAgEkEgkcP755+Puu+9Oed3o0aPTvqfb7U5Z79s1wrPbd8Cw/wtcLpfc9/6CjfIIcYj4bico6gkhhBBCSIHy5S9/GZFIBJFIBGefneoyaGpqwqZNm/Czn/0MX/jCFzB9+nS0tLQ4fn+3242nnnoKM2bMwFlnnYU9e/YAAA477DAEAgHU1dVh6tSppj/jx48HAPj9fgBAPB7Per8uvfRSJBIJPPjggwD0xoAfffQRJk2alPL7hCD3+/0pv2vEiBHo6OhAV1eXfGzt2rVZb89AQlFPiENExI72e0IIIYQQUqh4PB5s2rQJmzZtMjV4E9TU1GDYsGH4v//7P3z22Wd48803MWfOnKx/x9NPP42jjz4aZ511Furr61FZWYkf/ehHuOGGG/Dkk09iy5YtWLNmDR544AE8+eSTAHRLu8vlwssvv4z9+/ejs7PT8e90u924/vrr8b//+78IBoO47rrr0NzcjG984xtYsWIFtm7ditdffx1XXXWVFPKTJk3C+++/j+3bt8sygxNPPBFlZWX46U9/is8++wx/+ctfMH/+/Kz2f6ChqCfEIUZNPVU9IYQQQggpXKqqqlBVVWX7M7fbjb/+9a9YtWoVjjjiCNxwww347W9/m/Xv8Hq9eOaZZ3D44YfjrLPOQkNDA375y1/i1ltvxV133YXp06fj7LPPxksvvYTJkycDAMaOHYvbb78dN910E2pra2WZgFOuuuoqRKNR3H///RgzZgyWLVuGeDyOs88+G0cccQR++MMfYsiQIbKD/49+9CN4PB4cdthhGDFiBOrq6jB06FD8+c9/xsKFC3HkkUfimWeewW233Zb1/g8kLo0Fwj3S3t6OIUOGoK2tLe2JTw4Mfvvax3jgrS0478jReOCbxw325hBCCCGEkAEmFAph27ZtmDx5MkpKSgZ7c0iB09P5lI0OZaaeEIckWFNPCCGEEEIIyTMo6glxCBvlEUIIIYQQQvINinpCHMJGeYQQQgghhJB8g6KeEIcILc82FIQQQgghhJB8gaKeEIckEszUE0IIIYQQJnlI39BX5xFFPSEO4Ug7QgghhJADGzHXPRKJDPKWkGIgGAwCAHw+X6/ex9sXG0PIgUCCNfWEEEIIIQc0Xq8XZWVl2L9/P3w+n5x3Tkg2aJqGYDCIhoYGVFdXy2BRrhSUqF+yZAl++9vfYtWqVdi7dy/+8Y9/4Ktf/WqPr3n77bcxZ84cfPTRRxgzZgx+/OMf49prrx2YDSZFhUjQ025FCCGEEHJg4nK5MHr0aGzbtg07duwY7M0hBU51dTVGjRrV6/cpKFHf1dWFo48+GldeeSW+9rWvZXz+tm3bcO655+Lb3/42/vznP2PZsmWYPXs2RowY4ej1hKgIMU9NTwghhBBy4OL3+zFt2jRa8Emv8Pl8vc7QCwpK1J9zzjk455xzHD//4YcfxoQJEzB37lwAwPTp07Fy5Ur87ne/o6gnWZPgnHpCCCGEEALA7XajpKRksDeDEABF3ijv3XffxaxZs0yPnX322Vi5ciWi0ajta8LhMNrb201/CAEADaKmnqKeEEIIIYQQkh8Utaivr69HbW2t6bHa2lrEYjE0Njbavuauu+7CkCFD5J/x48cPxKaSAsDI1A/udhBCCCGEEEKIoKhFPaA3s1ARddHWxwU333wz2tra5J+dO3f2+zaSwoCN8gghhBBCCCH5RkHV1GfLqFGjUF9fb3qsoaEBXq8Xw4YNs31NIBBAIBAYiM0jBYbGkXaEEEIIIYSQPKOoM/UnnXQSFi1aZHrs9ddfx8yZM+Hz+QZpq0ihorFRHiGEEEIIISTPKChR39nZibVr12Lt2rUA9JF1a9euRV1dHQDdOn/ZZZfJ51977bXYsWMH5syZg02bNmHevHl4/PHH8aMf/WgwNp8UOAlm6gkhhBBCCCF5RkHZ71euXIkzzzxT/n/OnDkAgMsvvxzz58/H3r17pcAHgMmTJ2PhwoW44YYb8MADD2DMmDH44x//yHF2JCcSrKknhBBCCCGE5BkFJerPOOOMHgXV/PnzUx47/fTTsXr16n7cKnKgwJF2hBBCCCGEkHyjoOz3hAwmsqY+MbjbQQghhBBCCCECinpCHGJ0v2emnhBCCCGEEJIfUNQT4hCjpn5wt4MQQgghhBBCBBT1hDhEaHlm6gkhhBBCCCH5AkU9IQ5J0H5PCCGEEEIIyTMo6glxCu33hBBCCCGEkDyDop4QhzBTTwghhBBCCMk3KOoJcYgh6gd5QwghhBBCCCEkCUU9IQ6Rc+qZqSeEEEIIIYTkCRT1hDiEI+0IIYQQQggh+QZFPSGOYU09IYQQQgghJL+gqCfEIQna7wkhhBBCCCF5BkU9IQ7R2CiPEEIIIYQQkmdQ1BPiEKOmnqqeEEIIIYQQkh9Q1BPiECHlmaknhBBCCCGE5AsU9YQ4xLDfU9UTQgghhBBC8gOKekIcIsQ8NT0hhBBCCCEkX6CoJ8QhGrvfE0IIIYQQQvIMinpCHMJMPSGEEEIIISTfoKgnxCHM1BNCCCGEEELyDYp6QhxCUU8IIYQQQgjJNyjqCXGIBtH9fpA3hBBCCCGEEEKSUNQT4hAh5jVm6gkhhBBCCCF5AkU9IQ4x5tQP8oYQQgghhBBCSBKKekIckmBNPSGEEEIIISTPoKgnxCGaMtKOFnxCCCGEEEJIPkBRT4hDVBlPTU8IIYQQQgjJByjqCXGIarunBZ8QQgghhBCSD1DUE+IQVcezWR4hhBBCCCEkH6CoJ8QhCZOop6onhBBCCCGEDD4U9YQ4RG2OR01PCCGEEEIIyQco6glxiMZMPSGEEEIIISTPoKgnxCEa2CiPEEIIIYQQkl9Q1BPikAQb5RFCCCGEEELyDIp6QhySMNXUU9UTQgghhBBCBh+KekKcwkw9IYQQQgghJM+gqCfEIWqmnjX1hBBCCCGEkHyAop4Qh6gynqKeEEIIIYQQkg9Q1BPikATn1BNCCCGEEELyDIp6QhzCOfWEEEIIIYSQfIOinhCHaGyURwghhBBCCMkzCk7UP/jgg5g8eTJKSkowY8YMLF26tMfnP/300zj66KNRVlaG0aNH48orr0RTU9MAbS0pJtQxdgmqekIIIYQQQkgeUFCi/tlnn8X111+PW265BWvWrMFpp52Gc845B3V1dbbPf+edd3DZZZfh6quvxkcffYS//e1v+OCDD3DNNdcM8JaTYoA6nhBCCCGEEJJvFJSov/fee3H11VfjmmuuwfTp0zF37lyMHz8eDz30kO3z33vvPUyaNAk/+MEPMHnyZJx66qn47ne/i5UrVw7wlpNigCPtCCGEEEIIIflGwYj6SCSCVatWYdasWabHZ82aheXLl9u+5uSTT8auXbuwcOFCaJqGffv24e9//zvOO++8tL8nHA6jvb3d9IcQwDrSbtA2gxBCCCGEEEIkBSPqGxsbEY/HUVtba3q8trYW9fX1tq85+eST8fTTT+Piiy+G3+/HqFGjUF1djfvuuy/t77nrrrswZMgQ+Wf8+PF9uh+kcNGYqSeEEEIIIYTkGQUj6gUul8v0f03TUh4TbNy4ET/4wQ9w6623YtWqVXj11Vexbds2XHvttWnf/+abb0ZbW5v8s3Pnzj7dflK4qDpeo6gnhBBCCCGE5AHewd4ApwwfPhwejyclK9/Q0JCSvRfcddddOOWUU3DjjTcCAI466iiUl5fjtNNOw69+9SuMHj065TWBQACBQKDvd4AUPOaa+kHcEEIIIYQQQghJUjCZer/fjxkzZmDRokWmxxctWoSTTz7Z9jXBYBBut3kXPR4PAGZaSfaYa+p5/hBCCCGEEEIGn4IR9QAwZ84cPPbYY5g3bx42bdqEG264AXV1ddJOf/PNN+Oyyy6Tzz///POxYMECPPTQQ9i6dSuWLVuGH/zgBzjhhBMwZsyYwdoNUqCos+kTiUHcEEIIIYQQQghJUjD2ewC4+OKL0dTUhDvuuAN79+7FEUccgYULF2LixIkAgL1795pm1l9xxRXo6OjA/fffj//5n/9BdXU1zjrrLNx9992DtQukgGGmnhBCCCGEEJJvuDT60Hukvb0dQ4YMQVtbG6qqqgZ7c8ggcsQvXkNnOAYAeOl7p+LIcUMGeYsIIYQQQgghxUg2OrSg7PeEDCYJjrQjhBBCCCGE5BkU9YQ4RNXxFPWEEEIIIYSQfICinhCHcKQdIYQQQgghJN+gqCfEIaqOZysKQgghhBBCSD5AUU+IQzRm6gkhhBBCCCF5BkU9IQ5hTT0hhBBCCCEk36CoJ8Qh7H5PCCGEEEIIyTco6kkKrBe3x1xTP2ibQQghhBBCCCESinpiIhZP4KsPLMN1T68e7E3JKzRNo/2eEEIIIYQQknd4B3sDSH6xryOMD3e14aM97YO9KXmFVcOzUR4hhBBCCCEkH2CmnphIJNVqnJloE9ajwUw9IYQQQgghJB+gqCcmhFjVNNbWq1hFPI8NIYQQQgghJB+gqCcm4oqvPE6PuSTFfp8YnO0ghBBCCCGEEBWKemJCzUjHKOol1kw97feEEEIIIYSQfICinpiIKxloCtf0MN5BCCGEEEIIyQco6okJVcjTfm/AmnpCCCGEEEJIPkJRT0yoQp514wZWDU9JTwghhBBCCMkHKOqJCXNNPVW9gDX1hBBCCCGEkHyEop6YUB332c6qbw1G8LeVO9EZjvXxVg0+1koEViYQQgghhBBC8gGKemKiN/b7x5Zuw41/X4dn3q/r463KA6z2e2bqCSGEEEIIIXkART0x0Rv7fVNXBADQ2h3p023KB2i/J4QQQgghhOQjFPXERKIXmfpoch5evAhL8a0Snu0GCCGEEEIIIfkART0xodbRZ1tTL0R9MVrTmaknhBBCCCGE5CMU9cSEmoGOZ5mOjsT05xej4E0ZaVd8u0gIIYQQQggpQCjqiQlVkGdroy9q+z0z9YQQQgghhJA8hKKemDDZ77Oc2xaJ688vRsGbUlNffLtICCGEEEIIKUAo6okJU6O8bGvqi9h+z5p6QgghhBBCSD5CUU9MqNn5WJbpaGG/L0bBaz0UxdgMkBBCCCGEEFJ4UNQTE6p4zdZ+f2DV1A/ShhBCCCGEEEKIAkU9MaFm2bPNuIua+mLMYlt3qRjdCIQQQgghhJDCg6KemDDZ7+O5ZuqLT/CmivrB2Q5CCCGEEEIIUaGoJyZ6k6k3aur7dJPyAuuxKEY3AiGEEEIIIaTwoKgnJhK9GGlXzN3vU0faFd8+EkIIIYQQQgoPinpiQm1yxzn1Bqkj7QZpQwghhBBCCCFEgaKemOhVpv6Aqqkvvn0khBBCCCGEFB4U9cREQhHk8Rxr6otR71pr6ItxHwkhhBBCCCGFB0U9MaEK+QQz9RLrLmV7bAghhBBCCCGkP6CoJyZUrRrLQrhqmoZoEdfUa2BNPSGEEEIIIST/oKgnJtQMdDbiPBrP7XWFQiJh+X8R7iMhhBBCCCGk8KCoJyZU63w2Nvqo0ja/GLPY1kw959QTQgghhBBC8gGKemJCzUBnY783i/riE7yp3e8HZzsIIYQQQgghRKXgRP2DDz6IyZMno6SkBDNmzMDSpUt7fH44HMYtt9yCiRMnIhAI4KCDDsK8efMGaGsLj0SOjfIiMUPUF2OjPI60I4QQQgghhOQj3sHegGx49tlncf311+PBBx/EKaecgkceeQTnnHMONm7ciAkTJti+5qKLLsK+ffvw+OOPY+rUqWhoaEAsFhvgLS8clIR7ViPtIsoLi1HvWkV8Ee4iIYQQQgghpAApKFF/77334uqrr8Y111wDAJg7dy5ee+01PPTQQ7jrrrtSnv/qq6/i7bffxtatWzF06FAAwKRJkwZykwuOXDP1aqO8oszUW/7PTD0hhBBCCCEkHygY+30kEsGqVaswa9Ys0+OzZs3C8uXLbV/zz3/+EzNnzsRvfvMbjB07FgcffDB+9KMfobu7O+3vCYfDaG9vN/05kFCFPGvqDVIy9cW3i4QQQgghhJACpGAy9Y2NjYjH46itrTU9Xltbi/r6etvXbN26Fe+88w5KSkrwj3/8A42NjZg9ezaam5vT1tXfdddduP322/t8+wsF1XKfTcZdrakvRlFv7XafjYuBEEIIIYQQQvqLgsnUC1wul+n/mqalPCZIJBJwuVx4+umnccIJJ+Dcc8/Fvffei/nz56fN1t98881oa2uTf3bu3Nnn+5DP5D6nvshH2rH7PSGEEEIIISQPKZhM/fDhw+HxeFKy8g0NDSnZe8Ho0aMxduxYDBkyRD42ffp0aJqGXbt2Ydq0aSmvCQQCCAQCfbvxBYQqVrOz3xd3Tb11l4rRjUAIIYQQQggpPAomU+/3+zFjxgwsWrTI9PiiRYtw8skn277mlFNOwZ49e9DZ2Skf++STT+B2uzFu3Lh+3d5CJZ5zozy1+33xCV7rPhXjPhJCCCGEEEIKj4IR9QAwZ84cPPbYY5g3bx42bdqEG264AXV1dbj22msB6Nb5yy67TD7/kksuwbBhw3DllVdi48aNWLJkCW688UZcddVVKC0tHazdyGtUIa+Ot8uEOtIum1F4hUJqpn5wtoMQQgghhBBCVArGfg8AF198MZqamnDHHXdg7969OOKII7Bw4UJMnDgRALB3717U1dXJ51dUVGDRokX4/ve/j5kzZ2LYsGG46KKL8Ktf/WqwdiHvSZga5TlX9VG1UV4WwYBCQbMMtaP9nhBCCCGEEJIPFJSoB4DZs2dj9uzZtj+bP39+ymOHHnpoimWfpEfNzmeTcVdr6otR8LJRHiGEEEIIISQfKSj7Pel/zJl6568r9jn11l1iTT0hhBBCCCEkH6CoJyZUQZ6NODfV1BdhGtt6LIoxcEEIIYQQQggpPCjqiQlVkMfiuXa/79NNygtSRf0gbQghhBBCCCGEKFDUExO5ZurVRnnF2P3eukfM1BNCCCGEEELyAYp6YiJuGmnHRnmC1Dn1g7QhhBBCCCGEEKJAUU9MqDo+loWoV2vqi3KkXUr3e6p6QgghhBBCyOBDUU9MJBQhn8hG1MeKu/u99VCwpp4QQgghhBCSD1DUExNqPXx2c+qLW9Rb7ffFuI+EEEIIIYSQwoOinphQM9DZZOqjppF2fblF+YH1UHBOPSGEEEIIISQfoKgnJlQhn01NvdoorzgFryVTX4SBC0IIIYQQQkjhQVFPTJi632chztVGecU40i61pr749pEQQgghhBBSeFDUExOmOfXZZOrVRnlF2EXOKuKLcBcJIYQQQgghBQhFPTGhitfs7Pdqo7w+3aS8wJqYL84SA0IIIYQQQkihQVFPTMRzHGmn1tQXozU9NVNffPtICCGEEEIIKTwo6okJVcfnXFNfjKl6CwfALhJCCCGEEEIKAIp6YkLNQGcjzlX7fTEmsZmpJ4QQQgghhOQjFPXEhKn7fa5z6otQ8BbhLhFCCCGEEEKKAIp6YiJnUR8r9pp66/+Lbx8JIYQQQgghhQdFPTGhatVshGvEYr8vtu7w1v1JJNI8kRBCCCGEEEIGEIp6YiLeByPtgOJrJGeNUTBTTwghhBBCCMkHKOqJidxH2plFfbF1wLeKeGp6QgghhBBCSD5AUU9MqDbzbBreqXPqgeLLZFv3ptj2jxBCCCGEEFKYUNQTEyb7fTyLmvqYOVNfbJpXiHiXy/x/QgghhBBCCBlMKOqJCdVFn2ujPKD4xtqJ3fG6dVVfZNUFhBBCCCGEkAKFop6YMNnve9Uor7hUrzgu7mSqvti6+xNCCCGEEEIKE4p6YiL3OfUWUV9kqWyxN8zUE0IIIYQQQvIJinpiIt5njfL6bJPyAhGk8EhRX2Q7SAghhBBCCClIchL1+/btw6WXXooxY8bA6/XC4/GY/pDCRdWqiUT655lfo6XW1BeZqhd742GmnhBCCCGEEJJHeHN50RVXXIG6ujr8/Oc/x+jRo+ESLcFJwZOL/T5m87xiqzkXu+hx63GwYts/QgghhBBCSGGSk6h/5513sHTpUhxzzDF9vDlksFGFvJ1Yt8PaJA8oxu73wn6v/5/2e0IIIYQQQkg+kJP9fvz48cxUFinq5+pUuEZjxvPcco57n27WoCMOhcdF+z0hhBBCCCEkf8hJ1M+dOxc33XQTtm/f3sebQwabeA4j7dR6er9XP6WKrfu9CHC42SiPEEIIIYQQkkfkZL+/+OKLEQwGcdBBB6GsrAw+n8/08+bm5j7ZODLwqE56p6Je2O/9HreSyS4u0WsdaVdku0cIIYQQQggpUHIS9XPnzu3jzSD5QiKHTL0Q9T6PS2ayi637PTP1hBBCCCGEkHwka1EfjUaxePFi/PznP8eUKVP6Y5vIIJLIYU69FPVet8xgF5mml/vlpagnhBBCCCGE5BFZ19T7fD784x//6I9tIXmAmmF3WhcfSTbK83vcyhz34hK9ooGgW5QXpDb8J4QQQgghhJABJ6dGeRdccAFeeOGFPt4Ukg8kejHSzudxK93vi03U6397PaKmvrj2jxBCCCGEEFKY5FRTP3XqVPzyl7/E8uXLMWPGDJSXl5t+/oMf/KBPNo4MPFYdn0hoso48HbJRntct/11smWxxXDxut+n/hBBCCCGEEDKY5CTqH3vsMVRXV2PVqlVYtWqV6Wcul4uivoCx1tHHNQ1u9CzqI2qjvCLtfi/2x1OkTgRCCCGEEEJIYZKTqN+2bVtfbwfJE6x19PGEBp+n59dE4/prfMVcU5/828tMPSGEEEIIISSPyKmmnhQvVjHuZDRdJGbU1CcT9UU30k42ynOb/08IIYQQQgghg0lOmfqrrrqqx5/Pmzcvp40hg4umaSkZaCdj7WRNvSlT3+ebN6gYI+1Epr7IdpAQQgghhBBSkOSUqW9paTH9aWhowJtvvokFCxagtbW1jzfRzIMPPojJkyejpKQEM2bMwNKlSx29btmyZfB6vTjmmGP6dfsKGTshHo87F/U+b/HX1IumgcW1d4QQQgghhJBCJadMvd2c+kQigdmzZ2PKlCm93qh0PPvss7j++uvx4IMP4pRTTsEjjzyCc845Bxs3bsSECRPSvq6trQ2XXXYZvvCFL2Dfvn39tn2Fjp0Qd5KpV+33cqRdkaXqjZp6Mae+uPaPEEIIIYQQUpj0WU292+3GDTfcgN///vd99ZYp3Hvvvbj66qtxzTXXYPr06Zg7dy7Gjx+Phx56qMfXffe738Ull1yCk046qd+2rRiwq4N3Il7VRnkiU+8kGFBIyEy9S8ypH8ytIYQQQgghhBCdPm2Ut2XLFsRisb58S0kkEsGqVaswa9Ys0+OzZs3C8uXL077uiSeewJYtW/CLX/zC0e8Jh8Nob283/TlQyDVTr9bUF63olTX1xVleQAghhBBCCClMcrLfz5kzx/R/TdOwd+9evPLKK7j88sv7ZMOsNDY2Ih6Po7a21vR4bW0t6uvrbV/z6aef4qabbsLSpUvh9Trb1bvuugu33357r7e3EFEz9S6XLsxj2dTUe1yy5rzYut/LOfWe4mwESAghhBBCCClMchL1a9asMf3f7XZjxIgRuOeeezJ2xu8tLjEzLYmmaSmPAUA8Hscll1yC22+/HQcffLDj97/55ptNQYv29naMHz8+9w0uIFSh6vO4EYklHGWkI3Gbmvoiy2SLY+Mp0kaAhBBCCCGEkMIkJ1H/1ltv9fV2ZGT48OHweDwpWfmGhoaU7D0AdHR0YOXKlVizZg2+973vAdCb+WmaBq/Xi9dffx1nnXVWyusCgQACgUD/7ESeo9bP+5Oi3knGPRpL1tR71ZF2xSV6NYv9vsh2jxBCCCGEEFKg5FRTf9ZZZ9mOrmtvb7cVyn2B3+/HjBkzsGjRItPjixYtwsknn5zy/KqqKqxfvx5r166Vf6699loccsghWLt2LU488cR+2c5CRq2f93qc2+jVmnrhmkgk+mEDBxHrSLtiC1oQQgghhBBCCpOcMvWLFy9GJBJJeTwUCjmeG58Lc+bMwaWXXoqZM2fipJNOwv/93/+hrq4O1157LQDdOr9792786U9/gtvtxhFHHGF6/ciRI1FSUpLyONExOrwbNvOsGuV53UjGAoqu+72AjfIIIYQQQggh+URWon7dunXy3xs3bjRZ4ePxOF599VWMHTu277bOwsUXX4ympibccccd2Lt3L4444ggsXLgQEydOBADs3bsXdXV1/fb7ix2RXXe7XNJG7yRTH1Eb5cnu98UlelMz9YO5NYQQQgghhBCik5WoP+aYY+ByueByuWxt9qWlpbjvvvv6bOPsmD17NmbPnm37s/nz5/f42ttuuw233XZb329UkRBXhKusjXdgo4+qjfJkMKB/tnGwsNbU64/ZN2kkhBBCCCGEkIEiK1G/bds2aJqGKVOmYMWKFRgxYoT8md/vx8iRI+HxePp8I8nAIBrleVxGxj3mQNXLRnlF3f1elCa4lMcgyw0IIYQQQgghZDDIStQLm3ui2LqgEQDKLHa3SzbKcyLO1UZ5Rdv9Pvm3mqlPaBo8oKovJjbsbkPA68a02srB3hRCCCGEEEIckVP3ewB46qmncMopp2DMmDHYsWMHAOD3v/89XnzxxT7bODKwiPp5l9ooz0H8xq6mvuhEvRLwEBTbPh7oBCMxfP3h5fh///de0fWEIIQQQgghxUtOov6hhx7CnDlzcO6556K1tRXxeBwAUFNTg7lz5/bl9pEBRDR/87hdsjbeif0+EtOf4/W4DVFfZGYOsT8eU039IG0M6Rdag1GEogk0dUUcNYgkhBBCCCEkH8hJ1N9333149NFHccstt5hq6GfOnIn169f32caRgUXa710umal3Is7DSVFf4vPImvpiG2mnJQ34Vvs9KR7EeQwAMYp6QgghhBBSIOQk6rdt24Zjjz025fFAIICurq5ebxQZHAz7vTLSzoFw7Y7qTo0yv0e+rtjsy0Ljud2ulMdIcRCOxeW/o8U2voEQQgghhBQtOYn6yZMnY+3atSmP/+tf/8L06dN7u01kkDAa5UGZU59Z3HRHdDFU6vPIEW/FpolEjMLjYqa+WAlHlUx9nJ8tIYQQQggpDLLqfi+48cYbcd111yEUCkHTNKxYsQLPPPMM7rzzTjz++ON9vY1kgJB14y5XVvPmRaa+xOcxbPtFJniF80DN1GtFFrg40FHt99FiawpBCCGEEEKKlpxE/ZVXXolYLIYf//jHCAaDuOSSSzB27Fjcd999OO200/p6G8kAIaz2LpdL1o47aRgmM/V+D9xJ70fRifrk36ypL15U+z0b5RFCCCGEkEIh55F23/72t7Fjxw40NDSgvr4eK1aswJo1azB16tS+3D4ygAgh43G7ssq4h6KG/d7ofl9coihRQCPtOkJRNHWGB3szCg7a7wkhhBBCSCGSlahvbW3FN7/5TYwYMQJjxozBH//4RwwdOhQPPPAApk6divfeew/z5s3rr20l/Yw6i11k3J10Ae+2EfXFpomEfne78r9R3n8+sAxn/m6xdFAQZ5js98XWFIIQQgghhBQtWdnvf/rTn2LJkiW4/PLL8eqrr+KGG27Aq6++ilAohIULF+L000/vr+0kA4DR/R7wJlV9poy7pmlGTb3fLUfaFV/3e+PYuF26oM/HfdQ0DVv36xMomrrCGOcvG+QtKhxU+z1H2hFCCCGEkEIhK1H/yiuv4IknnsAXv/hFzJ49G1OnTsXBBx+MuXPn9tPmkYEkrsypdzusqQ/HEjKLXeb3On5doaFm6t0uFxKalpeZelWMRovNLtHPMFNPCCGEEEIKkazs93v27MFhhx0GAJgyZQpKSkpwzTXX9MuGkYFHjm1zu+BJZtwziXPV4l3idRs19UWmJ7Vkqzy3C8o+5t9OqmKUwjQ7wlElU8+ACCGEEEIIKRCyEvWJRAI+n0/+3+PxoLy8vM83igwOhv3eZcypzyBchfXe73HD63EX7Ug7OeHM5YIoq8/HfYzGjG2KxCjqs0HN1NN+TwghhBBCCoWs7PeapuGKK65AIBAAAIRCIVx77bUpwn7BggV9t4VkwJD2e7fR5T1jpl7OqNfjQ3KkXZGJIrtMfR5qekSYqc8Zk6jnsSOEEEIIIQVCVqL+8ssvN/3/W9/6Vp9uDBlcNKWmXoj6TNlodUY9AKX7fR4q3l4gYhQuuJRmgIO3Pekw2+/zcAPzGDbKI4QQQgghhUhWov6JJ57or+0geYDQg263S4rzTLXF6ox6AMVbUy8b5bGmvlhR59Tz2BFCCCGEkEIhq5p6UtwIq73b5YLXaaZe2u91US8y/LmOe/vjG5/iqw8sQ1c4ltPr+wtNGWmX1zX1ihiNUJhmRSjGRnmECIKRGHY0dQ32ZhBCCCHEART1RKLlMNIumLTflyXt9y6HXfPT8dzKnVi7sxXrdrXl9Pr+QuyNSzk2+ehGiCiN8qJslJcVaqY+luCxIwc21z29Gqf/djG2NVLYE0IIIfkORT2RiDp4txuyi32m2mJpv0+Kek8v7feiRj/fMvUiK++C2igv/1Q9a+pzh93vCTHYsl8X89uZrSeEEELyHop6IlHt97JRnsM59bKm3qFtPx0i898VyTdRr//tdhmN8vJR97H7fe6Eab8nRCKuxeIaTwghhJD8haKeSBJypF32c+pLrI3yclC8mqbJ9+sK59dCUlNcDK58bpQXY019rqiZegZEyIFOMBlYpagnhBBC8h+KeiIRZcRqpt7pnHqj+73+eC4j7UJKTXO+2e/F7qgj7fJR1DNTnzvmmvr8+2wJGSgSCU1m6oNRinpCCCEk36GoJxJZU6+Mbcsk6kOWOfVG9/vsf39Qsdx35puoh9H93qipH8wtsketo2ejvOww2+957MiBizoJojvPSqEIIYQQkgpFPZEIy7zHbYy0c2q/F5l6l8NgQE/vBZgFfj4gXAwul6uA5tTn3/blM2b7PY8dOXBRy5+6IwxwEUIIIfkORT2RqM3gnDbKC1oz9b0QvGrtZme+1dTDcDG48rhRHufU5465+z2PHTlwUa/FwWh+BVgJIYQQkgpFPZEY9ntjFnum2uJ0NfW5iPqgspDMt5r6hKmmPn8z9RE2e8sZk/0+HyM2hAwQ6vQRNsojhBBC8h+KeiKxs99nytRb59TLkXY56Ml8tt9DuhiMwEV+zqlXauop6rPC1CiP9ntyABOkqCeEEEIKCop6IknIsW1GNjpjTX3EfqRdLt3vzfb7/BL14tiojfLyMZnLmvrcMdnvGRAhBzBBk/2eop4QQgjJdyjqiUQ0t3O70OuRdr233+fXQtIQ9S6jpj4PVb2ppp7d77NCtd9H8/CzJWSgMDfKy69rMSGEEEJSoagnEiFcPVnNqdeFoxD1Thvs2b+XIurzzH4v9saF/M7Uc059bmiaxkw9IUlovyeEEEIKC4p6IpHd792qqO/5NdY59a5eCF51HnK+NspzKyPt8rKmPsaa+lyIxjWoHydLF8iBDO33hBBCSGFBUU8kJvu9nDffszAU446MkXbJ98qlpl5tlJdn9nvIfgOFM9KOwtQ5qvUeyOxQIaSYMWfq8yvASgghhJBUKOqJRO1+L7rYZ9KF3RGz/V68LpcstqmmPhLLq0y4OtLOlccj7TinPjdCUfOx4px6ciCjXou7maknhBBC8h6KeiJRLeZZj7SzdL/PaaSdspBMaPm1mNSgdr/XH8tHUR9ho7ycsGbq6XIgBzImUc+aekIIISTvoagnEmGZN2XqexD1mqYZ3e/9fTDSziLi86kDvghSuEw19YO4QWmIslFeToQtARA2yiMHMmpPkyBFPSGEEJL3UNQTSULW1LtkTX2sB1EfjWtS9JfI7vf6z3prvwfyq1me2Bt3vmfqYxT1uRC22O850o4cyHRb7Pf5VApFCCGEkFQo6olEZNdN9vseFnNqZl3Y710uZ6PwbN/PIuo780nUizn1ppr6wdwie1TbuNoJn/SM1X7PTD05kFFHimpaqpOFEEIIIfkFRT2RyDn1bjiy3wsR7nG74Eu2vff0ZqSdxX6fT7bPhAx45HmmPodGefVtIcx+ehXe39rUX5uV96Ta7/PvsyVkoLBee/PpWkwIIYSQVLyDvQEkfzDZ75Phnh5FfVKEl/k8MnvtTr4uF8EbtIxOyiv7vdgdF/J8Tn329vtXN+zFwvX10DTgxCnD+mvT8poUUZ+PNgxCBgiriM+npqWEEEIISaXgMvUPPvggJk+ejJKSEsyYMQNLly5N+9wFCxbgS1/6EkaMGIGqqiqcdNJJeO211wZwawsLoQHdbqMZnJNMfUmySR6gdL/PpVFeHtvvE0ppQrE1yusI6ce5rTvaL9tUCIQtooUj7ciBjDWgyln1hBBCSH5TUKL+2WefxfXXX49bbrkFa9aswWmnnYZzzjkHdXV1ts9fsmQJvvSlL2HhwoVYtWoVzjzzTJx//vlYs2bNAG95YSDt9y4XvMmUe09d7Lst4+wAOAoGOH0/a+Z+MDEa5bngkvb7QductJhq6pP/3rq/Ey+v25PWWdCZPM7toQNY1Fsy9RxpRw5kaL8nhBBCCouCEvX33nsvrr76alxzzTWYPn065s6di/Hjx+Ohhx6yff7cuXPx4x//GMcffzymTZuGO++8E9OmTcNLL700wFteGKh148J+39OceuuMekCvr9ffK/vfLxaOIyoDAIDOPBppJ/Swy9U7N0J/Yzen/ifPr8P3/rIGK3e02L5GZOXauzMHURIJLS/LDnoLR9qRQuStzQ34yv3vYHN9R5++b4r9nqKeEEIIyWsKRtRHIhGsWrUKs2bNMj0+a9YsLF++3NF7JBIJdHR0YOjQoWmfEw6H0d7ebvpzoCCy66r9vqfaYnv7vf53T8GATO83vMIPIN9q6pVGeb3oG9Df2Nnv93eEAQAbdrfZvqYrGTzJlKmPxBKYNXcJrpz/QV9sal4hut/7k9Es1tSTQuDvq3Zh3a42LNpY36fvK1xSVSV6250ga+oJIYSQvKZgRH1jYyPi8Thqa2tNj9fW1qK+3tmC5p577kFXVxcuuuiitM+56667MGTIEPln/PjxvdruQkLoGI/LBa/H+Ui7Up9xGvWqpj4qRL2eqe/KI/u9ofEKr6Y+lJzB/llDp+1rjEx9tMcs/O7WbnzW0InFm/enjIArdMSc+rKAHqCi/Z4UAo3JgF1XLzLp8YRmKnVKJLSUa7GaqW/oCOHBxZ+hqTOc8+8khBBC+ps1dS245NH3sHHPgZGgLRhRLxBd1gWapqU8ZsczzzyD2267Dc8++yxGjhyZ9nk333wz2tra5J+dO3f2epsLhYRNpt5JozzbmvosNZGmGQtJYb/Pq0w9jEy9K4/t9+pseiFMQ0kB/mk6UZ9c0Ce0nsVBh5LJb+yM9Hpb8wlhvy/365nJOBvlkQKgMSmse3OtvOKJFfjcnW+gNah/p0OxuAxYDku6plRR/9S7O/CbVzfjocVbcv6dhBBCSH/zwprdWL6lCS+v2zPYmzIgFIyoHz58ODweT0pWvqGhISV7b+XZZ5/F1Vdfjeeeew5f/OIXe3xuIBBAVVWV6c+BQlzp8O5xMqdejLTzG5MRxeuyrbsORRNyISkz9XlUUy80nsvlUubUD972pCNqM6de9D7YkkbUq70L2nvogN8ZMoSDsPQXC8J5UBHQz2XOqSeFgPge5nqtDMfiWPZZI9pDMRn0E+/lcgE1ZbqoV+33rUH9GvHB9uact3sg6AzHZKCCEELIgYfoD3OgNHstGFHv9/sxY8YMLFq0yPT4okWLcPLJJ6d93TPPPIMrrrgCf/nLX3Deeef192YWNLL7vVu34APORH2JkqkXpolsu9+rc5DzvqY+jzP1EYv9XtM0ab9v6oqguSt1kase545Q+mPeES5mUZ/M1Av7PTP1JM8Jx+JoT35fc71WbmvsksFJYacXWfkynwflySCXOtJONOD8aE+7DBjmI1+57x2c8bvFeb2NhBBC+g+xtjtQmr0WjKgHgDlz5uCxxx7DvHnzsGnTJtxwww2oq6vDtddeC0C3zl922WXy+c888wwuu+wy3HPPPfjc5z6H+vp61NfXo63NvmHYgY6036uZ+p5q6oX93m9XU5/d7xY1nQGvG5UlPgD5VVMvdscFI1Ofj13g1Uy9ZmOnt6urVwVBT83yijpTHxWinpl6Uhg0KSUwuV4rP91nXA+akgE/8V6lfi9Kk01QuyOpDqBYQsP6NM03B5tQNI6tjV1oDUZR3xYa7M0hRYamaXhva9MBPQaWkEJABHW7D5DgbkGJ+osvvhhz587FHXfcgWOOOQZLlizBwoULMXHiRADA3r17TTPrH3nkEcRiMVx33XUYPXq0/PPDH/5wsHYhrxE6xqn9vseRdtlm6kV2yG9kh/JppJ3IyrtMNfWDuUX2WBu8dVgWHRlFfU/2e+V5DR3FtVC22u/ZKI/kO41Ko7pcM/Xq9aA5GSQQAdbygEde24NR4/3VJpmr04zJHGzU61hnHjm+SHHwjzW78f/+7z387rXNg70phJAeCCUz9QeK/d6b+Sn5xezZszF79mzbn82fP9/0/8WLF/f/BhURQoh73C64s6ipL7Wx32drTVffS1igg3m0GNOUgIc7x30cCKKWeetWO/2nDeZ51pqmmbL5PWbqi9h+L0oURH+IGO33JM9RRX2uCxZV1ItMfTBi9Eopk5l64/0jyjVmdV2einrlOpbumtYVjuGjPe2YObFG3u8IccJLH+pNtzbXd2R4JiFkMBHJxwOlDKugMvWkfxEi1e12wesg4243p96TY715UFr5PbIDeT7V1IvD4HLlXmKg8sm+Dvzzwz19buEPx62ivudMfTiWMAVu2rt7qKkvZvu9zNTr5zLt9yTfaeww7Pe5ZqNNmXphvw8brqlSG1EfNon61rwsQ2rrztwn5O5XP8ZFj7yLf21wNhKXEEB3sizb0gQAtj1qCCH5QzgqGuXlj57oTwouU0/6j7isqVdH06VfsAVtMvUi45Gt4O1WskOG/T6fvoRGvwFjTn3ui9kb/74OH+5sxdQRFThsTN9MWNA0zVRTD0A20hJYRb31GPdsvzd+1lB0ot5SU89MPclz9vcyUx+LJ7C1Uc3UJxvlJa32ZX7Vfm8v6vd3hLGrpRvjh5Zl/fv7EzU7n07Uf7izFQCwt617IDaJFAnvfNoo3SpNFPWE5DWyUV70wFjTMVNPJLL7vdOa+h7m1PfGfi/qmoOReN5kgdRMvSwx6EWqXnSaFgvpviCe0GA9XEKkV5box3RvW8iUvbe6IQ7YRnlWUZ9lpj4ci+OFNbuLrtcAyV/U72AuAdAdzUFT7wjReE/N1Gey3wP5acE31dTbXNM0TcPWxi4A7J9BsuONTQ3y3y3BSNaTfgghA4dslHeAZOop6olE3JtU+31PNyzVMi9w5zjSTn2vMmGBTmimrFBvRHRvsR9pl/v7iYVxuA+jh+ri1O/Rv9oiSzWyMoARlQEAwJb9XfJ51vnWPdnvTTX1neG8Cbj0BcKiJefUJ7Ss9u9f6+tx/bNr8etXNvXL9hFiRa2pj8QSKS6dTAjXTsCrXyuauyyN8vxelPrFSLvUTP3UkRUAgDV1rTlsff+iinq7TH1TV0Q+HsvyuJEDl0RCwxsfG6Je03RhTwaWREI7YOzUpHeIfknsfk8OOOLKSDsnjfLakgunqlKffExk+LPVe+ILV6bU1ANGJvme1zfj+F//G7tbB8cqaRyGvmmUJxbGkT5cUKrvJQIjYuFa4vNg6gh9Eb51v2G5tY7C6ilTry6OI7FEirW/kLFm6gFd2DtFZE3zMWtJihNV1ANAMMtpIULUHzuhGoAu6jVNMxrlBezt95Fk/4nDRutlQ7ta8s++rl6bOmxcDNsbjcBmlJlW4pB1u9vQ2BlGRcCLqqT7TR0tSQaG6/6yGsf/6t90xpGMhGIiU09RTw4wpP3ebTS8cyLqqxVR73bwOpWGjhBauiLSGlPq88DjdhmLyeQX8e1P9qOpK4L1uwZnLnLCJlPfm0S1zNTH+u5Co2bqynxC1OufUanPg6EVfgDG5wbY1NQ77H4PAPuL6IYqRL1olAdkZ8EXQamdzd1oC3J2Mel/Gi1iIttZ9ULUnzB5GAA9iNXeHUvT/V4J6CWvM7VVuvOnrTu9qAlF44OSCTdn6lO/j1tVUc9MfZ/R3BXBL17cgA27B+c+3Vf8e+M+nPW7xVhjCdJ+sK0ZAHDK1GGorSoBYJTSkYFj5Y4WdEXi2LinfbA3heQ5nFNPDlgM4arU1PegXMXCaYiNqHeSxQ5F4/jSvUvwH/e9I2fSCyt/wKefmkJsCWv5oDUwkzX1LmVOfW8y9fr+9q39Xn8vn8cFv9dsvy/xeVAZSJ0qYK2pT9dUCkgV9cXULE98HmWKSySaxbmm3jA+2lPYC1pSGFgz9dlOCxHjLQ8fUyXLTpq6wvJ9TN3v1UZ5USHqdVHTmiaIFY7FcebvFuPrD7+b1Xb1BZka5amZetrv+46F6/fiyXd34MHFnw32pvSKf6zZja2NXXhTsdoDQGOyB864mjIMLfcnH2OmfqARgTprYJMQFU3TpP0+Gk9tJF2MUNQTiWq/98iRdvbPjcUT0tZoEvXJM8qJ4G3rjqKtO4rdrd3YtFePuIrMkC9ZEy6+hNa/Bxpzpl48ltt7xeIJ+dq+tN9HY/qb+jxuefzE4rbE55bW8g4bUS+shD12v08ujsVippia5Qmhotrv49lk6hVr1waKetLPRGIJKabFNbMrC3thNJ7AlgZd2E4dWSG/081dEXkul/u90jFlapSXvGaNFKI+zTWjoT2MvW0hfLhr4MfetWcYabfNlKmn/b6vEMe60O8N25v088N67rR26ed6TZkPwyt0p0pzFpl6JwGkUDSOVzfs7dE1dyATjSekULMGNglRsa6vD4RsPUU9kQgB73FnztSrNYuqqPdk0URO7aK8aoducxOLSH9aUT84CzDxW11w5dzhX6A2/+vLTH1EZuoNUS8WJQFlqoA5U69f5MZUlwJIHYGnIoIBk4eXA8hu4dbWHcVT7+3I27m+4jMp83vkdINsMvUh5WaxYTctgaR/EVMzPG4Xxia/u9lk6pd8sh/d0TiGV/gxcaiRdWzqikgbf6nS/T5o0/1+ZLLxZlswaivaxfVI0wb+um3O1KeKo2203/cLYtFcyKPeNE1DXVMQQGo5mmiKV13mx7AK4zvjhJ/8fR1OuPONjHb9v6/ahWv/vBoPvFXYbof+Qg20NBZ48Ij0LyHL+jp0ANTVU9QTiWq/V2vj7RZsoi67IuCF12OcRq4saurVRmRC7Iluyz6P/j5SzMfyI1PvchluhFyzT2owoz9q6v1eN3zSfp/M1HsNUa+OphNCYNQQPevW3m2/QA/H4nK7p+Qg6p9ZUYefv7ABjy3dmtU+DRTicwh43fAlP+BsaupNov4AydTvagn26flLnNPYoV8vh5X7UVGSGqzLxILVuwEAXzl6LLweN4ZXGJl6IeDLlUZ53VFjvKgIgAn7fSSeMIl+QX9d59KxfEsjFm/W7dJtPXS/TyQ0mYkFsh9fSdIjroP5Grx1QnNXRAawUzL1QZGp9xv2e4cW8Hc+a0RzVwQbMtSB70k2A97bWjw9a/oS1U3ITD3pibAlM89MPTmgiCsWczHSDrDPurcmI9Zqlh4wut87yWLbCfTSZC29yDRHkpZy0aF4sBZgYnf0qQC9G2mnWoKsM597gxT1Hjf8yaCIWJSU+t1y8d+pdMnuTGblRg/Rs32xhGZ74VMDAZNHZC/qxSIvX2/CQqiU+DzwJo9dLo3yAD0LmMvc8ELis4YOnHr3W7jh2bWDvSkHJOJ7NLwiIKeFOG2U1xaMYtGmfQCAC48bC8AoqWnqDJsa5Ymaek3TvyOxeEIGbKtLfdJRZWfBN4v6vg3GxuIJ3P7SR3j9o3r5/2ueXIlv/2kl2kNR85x6y3exvj1kyuAwU993iDKN1mC0YHsVbE9m6YFUl4fI1NeU+TBM2O+7nN3TxD2iJUPAQ3z/su2RcaBgytTnQU39ntZuzH56FVZubx7sTSEWrJl6u+BzsUFRTyRiDrzH7UJZwCObrX24qzXluW02TfIApd7cgeK1E7RlMlPfdzX13ZG442786RCi3gX0eqSdarnvy8Wu2ijPar8v8XpkvXhn2FioiIXDiMqADOTYzaoXC+Nyvwejkhm6/VkI9LDsQJp/Cz1N0+S5GPC65XHIrlGe8VxNQ9F35f0sWY8tOqiTgUV894ZXBlCenNjQ5XCk3cvr9yASS+DQUZU4fIw+lm5ouS5Qmroi5kZ5PmMaRDASNwUkAz43hpTp1/9Wm1nd4X4U9R/uasUTy7bj7lc/BqDfj4KROKJxDfVtIfNIO0u2VW2SB3CkXV+iOpZaCnQKSF2zcX5Yzx2xT9VlfgyXgTBnwlLMVc/kYhD32mynWRwoqIGWfEgSPL9qFxaur8f85dsHe1OIhVCMmXpyAJNQstEBrwdfOXoMAGD+su0pz00v6p1nsW0z9aJRntci6nOc694eiuKk/30DV87/IKvXWdGQWpqQzVrwroWbcPOCdbqAjCudpPtwsRvpsVGe0f2+06amviLgQaVolmdTgyoWNxUlXoxI1tI2tGch6pP72Z2HCxX1Mwj4PLKcJCv7fTICLAIChT7SKRPCTu1USJK+xcjU+41MvcPMnrDeX3jcWFkupdrvxbW9zK9/F0Q2vjsaNwVi/R63HGdqN8bRlKnv48WUyLgIgaTa7RvawymZejWou9Ui6vszoxyMxGQT2AOBbpOoH/wsai5sbzQy9eq9UtM0GbyqKfeZ+lBkIpEwunDbBcBUxPeY11Z72k2Z+sEX9aI/h9PgDhk4rD2rDoRZ9RT1RKJ2vweAK06eBEAfU7Ov3VzflVbUOxiFJ7BrnmQ0yrPU1Mdzs9/vaAyiNRjFhztbs3qdFbEmdCnd753W1IdjcTyyZCueWbETTV0RkyWofzL1hqgXixK1+726WBALiPKAF1XJz9KuA754n4qAIeqzytQLUZ+HkVKTqFcz9Vks9sV+HTF2CADgoyLP1IuMXDAPgzQHAqKmfkRFwPheO1iwNHSEsGpHC9wu4D+PGSsfFwJl6aeN2NsWQonPjWm1lQCMQGt3JCaFusftgtfjRrXI1NvZ7/speAkY94G27igSCc0k6nc0d5n6tQDmrKfI1IseI/1pv//pgvU45w9LU6y5m+s7cOGDy/DOp4399rsHAzVTX6giZ0eTfaa+MxyT51VNmV/a750ISzVj2JxB1DNT3zNqpr65K9JrF2Zv2ZY8Xwo1iFXMpGTqKerJgYSwk4sO9keMHYLjJ9UgltDw9Hs7TM9tkzY0S0198rVOBK9dhsQ60i4S1xv1CSt0tgswIbZCvRSTaqO8bOfUq/XooajZwtofjfJ8Xjf8XvE56D8rUbrfqwsVsXAo93tRVZIU9TaZ+k6ZqVdG+XRFHGe5xH7mY02T2DbRS0Kce9ksFsR5dljSzryzJdjT0wseEZjKZowa6TuEkBhRGUCZtN9nFgH72vTXjawskY3uAJhG2gHAV48ZK68Hagd8Ic5F9n5Iqf46u1n1/VlTL651CU2fyqGKelES4nW75Haq1zyRWZs6siL5Xv0nCkR99uZ9HabH/7VhL1bXtWLBml399rsHAzVoW6jN8nY0m2vqxVpGnOMlPjdKfB7pbukIxTL2xlHvey1dPZclsKa+Z9RMfUIbfDEtgoSFer4XM9Z1fz4mlfoainoikZl65ay48pTJAICn368z3bgy1dQ7EUR2VvpS65z6WCLZgV//ebYLMPElDscSvZqVbNTUG/Z7p2+nWvhC0US/LXaNRnmGMBWU+Ax7vbpYEE3z9Ey9mFWfvqa+MuCVwQEACDncfiEC8zFSKixafq8bLpfLaJSXTU19cr+mjtCFwu6W7j7eyvxC3CwjsQQbjQ0CQtQPq/CjImm/d+KaaJYjuczXbRGoE1x60kT5b3VWvbheBZINTWuS72O3sA73o/1ezcS3d0dtRX1VqU9e89TsnhBthqjvv/NXdoO3ZK1Fs7RgkVms1eu70wZy+cYOpVFeNK7J81iItpoyXcxXlfikqyuToDMfF2f2+2I7N/oKa/PCwbTgtwWjss9CSzDSqzUm6XusjfLycf3Z11DUE4k60k4w67BaVAa8aOqKmMYACbtllUXUu7KqqTey34IUUR9PmIR81pl6db5yjos39ULtdqmN8py9Xs0ShWNx02K3L7vfi/dV7feCEp/RKK87GpcZdsN+7+kxU9+h2O8DXuO9nV4kRTY8HyOlamkBAMV+n/1IOyEU6ttDBdv92Qnq55iP7otiRwiDYeUBlAVSp1qkQ9Tzisy8QP3/cROqcfiYIfL/4pocjMbl91hkwEVwoG2Au9+r94HWoFnUbxGivsQrJ36Ia7CmadiVdNFMTo7m7M+JKuK7Ya27FkKg2CzWasPQQpxV3x6KpohucT9UZ9QDeqlhjRxr17OwzKbXgGq/p0hMxdq8UJQiDQbblDVxNK4V/dSbQoOZenJAI0SqRxln5/W4MaIq2RlZyTaIRVSK/V55baYbkliYiewmAJT59EWYsI9H4wmTGM9WKHVHzVnyXFB3w+Vyyb4BTm+4HaGBytSnNsoT6DX1RidrYZsOKoJWiHrrTRNQ7fdeuFwumb1zWtYgsuH5KAC7LKLel0OjPHGzmDC0DH6PG/GEhvr24p0zrH6XWFc/8AjhMbTcj4rk9zroYEFpzTYKVFF/2UmTTD8r8xuZenHtEpNRhMCxa/5lLjPqn5p6AGjtjpga9e1p0793aqZeXL9ETxOXC5g4rAxAdlMuskVcF6wCVwTFi81irToyMo1uy0fqkln64RUBxeWhf0bGjHpjzTPMUraSjmAOmfqElvuapZjJp0y9dZJGptIKMrBY7zv5uP7sayjqicTaKE9gd+PKZL9X3y8dQtSPrArg/KPH4NgJ1RhTrdd5qjX1qpCPZGu/j/S+fj1hydS7XKmP94QavdUz9UoDqT6MHKqN8kSjQUGJ14OA1yMzbGKbOk2N8oT93q5Rnv6YEL4ie+dY1Mvu9/l3Ue1QjgFgBKacLvY1TZOL97KAR57Du4rYgq9+7uzSPLBomiazfUPL/XIMqJMsUUuaXiglPg++dtw4nDZtOM45clTKzwCzqBduHXH9z1xT39f2e3MpmJ1ToKrEh8qA2X0kvpO1lSVyakB/2u/F9a7JIjxEEKTYFplqJqwQM/XCjThxWFlKkNuYUW8EwETZSlOGUgM18JnJpq32KWHmNxVreeBgivptFlGfqQkiGViYqScHNLJRntsq6lNvXCIzkq77vf5+Pf8+NbN83zeOxT9mnyLHiaWz32efqVcFdI6ZeuXfrhxG2qlz4cOWTH2uJQF2yJp6r31NPQBpR+0K69Y+sYBw2ihPZC9kna1jUW/Y7/PNUihdCMJ+n2WmPhJPSDdHqc+DsTWlAIq7rl4Vadlm6luDEby4dnevm1fmC9sau/DKur39cl5vb+zCwvXm9+4Ix+Q1sabML89bJwIxnf0eAO656Gg8dfWJCHg9psfLTPZ7cY3RH+ux+72ppr6v7fdKpj5oL+qHmGrq9XN0Z7KeflxNqdE7w/I9j8QSmPfONlMX9FxQg33WTvBCIBaf/b6wG+WJevqJw8pS+jHYBcSGOpxVrwaze7JpR+Pm9QFdUKl0JNdTItmUzRSevmZ7kzVTX3jnfDGTIuoPgO8TRT2RJGSm3vz40IrUG5e035eaF4dqlj9TJluIUK879TRUG+WpmZRssyrql7ovMvUuU0199vb7cCzeb4vdiFpT7zUf01K//n9hwe8IxRBONiEUjxsj7VIvfB0Wi3pJslGW85p6fdviCa1PAxl9gbA7ikWcT4xldJipDylukBKfB2OrdVFf3Jl6Y5+zzdTf/+Zn+OFf1+JvK3f29WYNCj95fh2u+8tqfLirrc/f+/pn12L206uxuq5FPiYWjqU+D0r9Him6nVi5hdCqLksV9ekQTgB1pJ3I1Nf0ZL/vx5p6Nbjb1h21DSpUlabW1Ivv5PihZabAscqLa3fjjpc34pJH37cNcDolEjeuryn2+y5hvy+OwJYgm4Zw+YgI5EwaVm5jv0/N1A8Ta6NMjfIs4iKdTdv6HS6286MvEJ+H6IkxmDX1wn4vlr2FeM4XM9b7DjP15IAibtMoD8jOfu/JQdSL+nkVdU69WdRna783vsR9UVPvdmXf/d5aUx/uJ1uq6nzwWzL1IvtWkbSjdoVjpmxBud8r7ecdNuJArakHFEtuljX1gFkE90Rbd3RAMhWdFvu915NdozxxDHzJqQPjavRa3d2txTvWTv1eZfsZ7U3WPKtdpguZhmTvhAaHPRQ0TcOf39uBDbt7DgJE4wl8tEd/jujoDhgCQmQJjTn1mT8HYZMfWu7L8EwDw35v9DfxO7Hf99PoTsDc/b4n+71wHwm3lGiSN66mFL403/N1yeDM7tZu3PrChpy3Ub3OtQQjMmgejSfkNbaYauoTCc10bytE+/3OZj3oM2FoGSql/T59pl7a7zNki60umnQ2bWsGv9icHH1BiqgfpEy9pmnSfn9IbSWAwR+vlwsN7SG8/lF9xnLZxs4wvnTv23ho8ZYB2jIzDe2hrK+XqZn6/Eoo9QcU9URi1ygPMES9sN+HY3EpZKyi3pVFTb2aWbai1tT3qvt9H2TqTY3ykMOc+nD6TH1/2O99HrdcdAuk/T6Zqe8Mx+TInDK/B263S2bfIspxWlPXgm2NXSkd4rNtlBdS7dpRJ+IjgtN/+xYufXyFo/fvDR0W+71slOcwUy/OMXGMRaZ+d2sRZ+qVzzPbWfVC0BTiot8Osf9OA1yr61rxsxc24KYF63p83tb9XfLap5ZytKQT9Q6yerll6oX9PiavoQGvuft9a3c0pfygf7vfq/b7iG0fkCob+73I1I+rKZUOMWtJ16a97fLfL6zdg39+uCenbVSvc/GEJgMPagAkHEsUzZSMUMyajc6/EV/7O8LY35FeBIrmpqOHlMj7QU+Z+lzs90B6m7ZV/BdT0KevEEGWySMGV9S3BKNoT54bx4yvBlCYmfqbF6zHd55ahSWf7u/xeSu3N+PThk78Y82uAdoyg5auCE77zVu45LH3s3qduO9IZ6mDtWehQ1FPJIk0jfKGVpi734vFictlWJYFnixq6kW2xVbUe9Wa+tzt98E+yNSbG+W5crDfG4s4PVPf+zp/O8xz6i2N8pIXtYqA0VRLCHVhrxULdXEhbOoM4+sPv4tv/N970oYqa+r9uWfqndT+flzfgdZgFKt2tKC+rX+7yMvu9yW5jbQTCzYp6msOBPu9EqTJcuHZmTyXBrPBUV8izh+npSh72/TzItP58XG9IS53txrfgdRMfdJ+72AElqypz0HU2zXKE8GBSCyRcn0N92tNvf1IO3GdA/SRdik19clM/fiaMlPgWJBIaPi4vgMA8OXD9YaBTy7fntM2Ws8HERS3lioEi8QSav38YwlNip58IBJL4Jw/LMWX5y4xBZzEd0bTNPndHD2kVJ477dZGeeU2NfVZdL8H0ou/lEw97fcpiPLAKcP1qUmDdR8RWfrRQ0owJhnIL7RMfTyh4f1tzQAy34+M78HAd/jf2RJEOJbA+l2tWQVBxTpFBOLysVFzX0NRTyRx2SjP/LjVfi+yIlUlPlNjPMBSU5+p+72DTH3KSDun3emS9EVNvblRHrJvlNdTTX0fZrAiSqY+XaM8kdXrDMWktU9k7/0yU58U9V0ROZptc3KhK+z7qiU3E5qmmY69kwurWFwBwModzRmf3xukC8GfW6M8EdgQ7oVxSVG/tzWU8TvQGzRNwyf7Okzn00BhqqnP8kYpjnem7FYhkEhocsHuNMAlFkWtwWiP16RNezvkv9VSjpRMffK81bTM29Aix3I5F/Vq93ujUV6yR4ffI4Ngrd3mz7Nf7feWmnoh6qeONMajVpX65PWqI6Q7CXbLTH2ZDHyqjpxdLd3oDMfg97gx+8yDAABb9xulD9lgFXLifLcuioslGyvOPb/XjfJkIKinzOX2xi7sG8Cxn7tagmjsDKOpK4I9SRfVj//+IU753zfRlgwMievayKpAqv2+S9jvje9OpdJ4tiesDbrSib+Umnra702EonF5XZmSzNQ3dUb69T6bDlFPP3l4OWocjjbMNz5r6JT347YMAYl26TQaeAeOuJYmNKChB6eNFbH+F9/ZYps2YgdFPZGky9Rbm8G0pul8r79WeT+HNfXWrDJgNCuLxhMmcZWtgOmLmvp0jfKcXtjU6Lu1pr4vBVk0pm+P35sq6oXgVBch1lpyUXcvtk/NromstdV+70TIxBKaKQDi5DV7lMzkyu0tPTxTjzb3JpvfkSZT79R+H7KI+lFVJfC4XYjEE/3amfetzQ2Y9fsluHPhpn77HenoXaZe2O/779g8uXw7Zv5qEW7824fYuKc98wtyRD2XnS4YVOttT4ENNVOvfh+aLaK+1OeRZU89ZfZCUaNsqjqLmnq1+72cU5+8vrhcLrlgsjb/6lf7vXJB2d8Zlsd+2shK+bjVfr+/M4xwLAG3Cxg1pMQos1HuL5uSx3zqyAoZIGgJRm0bAWbCWpok7p9WQVcs2Vhxry31eRSRY/8dbw9Fcc4fluLrDy8fsO1Te3jsbu2Gpml4Zd1e7GkLYXVdi+z1MazcjxKfx1GjvIqAQ1FvORfSib/URnkU9Sris3C59L4HgL6+sOup0d+IzveThpdL51OhzalfozRgteuLoiKOfU/TG/oLtW/PnizKGsWavyZZJlYsE3d6gqKeSMQ6KcV+n7xBtwQjptpA66xjQF/kiZfHM4jeSDyz/T4S00xWy2wz9X1fU+8yauodrlPbTY3y4imN8voq6mmeU58mU6/MtO6yiHprpt7ueFlH2jm5SFoX9E7Ej3rhzpSpv+Olj/C5u97Ayu25ZfS7LP0CvNIlkqX9Pil+vB43RlWJWfX91wxONE9Ta4AHCvUzzbqmPvl9aO7Hmtu/r9qFxs4I/rZqF867bylWbOsft4eaSXO6YFBFXU/1vR8rmfq9bd0y6GoV9W63C2W+zB3wxe/1ul2oDHjTPs+Kar8PS/u9MfbOqKu3ZOr7KXgJmDP1u5LNzVwuYEqyeRaQnFOvCDNhLx1VVQK/1y0bYqqOAvFdmj66CmV+r/weW+dROyElUy+D4hb7/SBlY4ORGK7/6xq89lF9n7yfGtwclqHWfHdLN7qjcexs7h6wLKs6onB3Szdag1F57dre1CUDw6OG6J95VYnhaovEEvK5Ncq6R5SuZboGinNBBIzTWZitAZ4DIbOYDcI1URHwosTnkZ9RX1jw1+1qxfLPGh0/X/TMGVdTKksyCm1O/dqdrfLfmQIj6iSQTAGAvkb9HmTTq0ja75PXI3a/JwcUorGdtVGeiExrmr4gSdf5XuBx2B1eFaFW0tnve9UoL+fu92pNvWq/d5ipN9nvzfuT0LIPVKQjqnSm9ikTBXwel/xMRTZabZRXEbDW1MfltlqRmXploZ+JcEoH0uxE/aa9HT2Klc37dPGTzUgx9TO1zqnPdqSdYb83zuOBqKsX4rgnYdhbdrUEcd1fVqcEDnLtfp9IaOiMGBH//qi5TSQ0fNqgnxNThpdD04Aln/TcBChXgsoi3Gm9npqpT/fZtXRFZNMut0s/VsL1YRX1gLMO+GqTPJcr1R2Vjp7s9wBQnbwPtAV7ytT37WJKDbiJ62llwIvapCADgCGlXsNCHY4aM+qTGT4jU28n6vWMv+iwnYuoty4gRYf0VPv94Cw0/7W+Hi+s3YMH3/qsT95PXgf9HlMiwA41U93XLo50bFcy9btau2V/BUDP4u+R9fT6OaSeOyIQ43ZBTlQAlH4W4Z77WYhrw+hq/b3TNcqzfn8HOiOa74h7nvgMhlfq/Z5664jTNA2Xz1uBy+atcGyhF0Gg0UNKjPO9wOz3a+pa5b/txoKqqFOcxDH6aE+bLM3sT1RRvzcLV6a4tohA3IEQJKOoJxI50s4i6n0etxTwTV2RHu33gCF6M3W/jymN3ayYRto5yPg0tIdw9fwP8NbmBtPjavYsV+tN6kg7/d+Oa+rDlky9JbgQiSWwp7Ubz35Q16tOyBGlnEENlJQoWTX7Rnn6z62N8uwW4tKqnxSwTo5pKGVWaOaFinrhjic0U0TZSnfyeDZ0OLvY723rxol3voHfvbYZgFJTL+z3WY60s9rvAWDcAMyqFzVu2dSYZctjS7fhlXV75bESmLrfZyFKgtG46fuUaRRULuxsCSIUTSDgdePykycBAD7c1drnvwcwL8KdZgGaFVGXbjEqmrWNH1qK0UPM51Jzjzbg9NuQyzg7wMhGqvb7gCrqlQ74Kuaa+j7O1NsE3KrL/BiRXOQD6TP1oueFuEYmNONeJfoYTB9dBcDosJ2LqE+x33ems98PjnBbnxyp2FfWZbVh6NDyZHPdNCJHFU4DZYmta1ZEfUvQdG1WM/Xi+6aeOy3KmkddH4n7YSyh9TjJRogJMRnF6Ui7bEubih1rw94RySbOvQ1st3VH0RKMIpbQHLvrpLOjqtSw3wcHp74/FzpCUXzSYAhya1DW7vmClmAE3ZE4/uvhd/FfDy/v974+6vcgO/u9uVEe7ffkgEJEmt02SRxZV9+ZOVOfnBSUMZMt7PfeDJl6NZOdLqv9xscNeOPjBjyxbLvpcTV7luvCMrWmXjgRchlpl0i5+YdjCdzz+if4yfPrezUDVJ1Tr4r6gC9V1Hcp9vsKS019xKamXv+5MSovm5p6a6beSbRUWKzE4rqnunrRhMjpjX3l9hY0dITx+kbddmod15dto7yQkqESCOHQn2PtROS8MxzrNwvvmmQwZdmWxrQBsmx+d6clM98fY+1E5mDqyAocO6EagC5g+sPqr57LTjP1rQ7s96Ke/tBRVVIIiMWMyAaJazIAlCkd8NMhxGQ24+wA1X4fM2rqFVE/pFR/P6sl05Sp7+Pu93bfzSGlPoxURb1SU98Ziikz6vVMvVcJJkfjCXSEolL4ieuOsPNv7QP7vRCyrZa628FqhrYhKerFdUTTNNzz+mY8t3JnTu8XUhxLInDUnMZ+r4r6gbLEWu33qnjb3tglA8mjrJn6UMzofG/57pQp99ZgDwE1sY9jq/VzL22mPmzN1Be/CMkGca6K77X4rHrbcFENjDe0Z15H6JMSjEy9uKYmNLNNPZ9Zt6vNFGDPaL/vNs7NlmAEe9q6EYzE0R6K9fuEInVCSFaiPnkPYqM8ckAi7fc21ky1A35GUe+w5tyJ/V6fU5/Zfi9uhtbMX1+MtDN3vzd6Bjix32uaZhlpF08RueFYHPXt+oXqT+/tyDnqqU4TUGvqS/3GvyuU7EO7Up8GGNl3EfywBh/U8YVZiXprpj7DhbUjFJU37/OPHg2g57p6sQ1ORb0QVc3JxbVV1PuybJRnnVMP9I39fmdzEA+89Vna6LJqXe8PC344FsemZJO5UDSB97Y2AdDP6Vy733eGzQuH/sjUf5IsxzikthKHjqqC3+NGazBqytQ5YfmWRil80qEuwh1n6h3Y70U9/fRRlRiTtOyKAJEIhKgCQ/TK6LGmXr4uu0x9ifJdF+4dVdTXOKip70/7vWBIqQ/jh5ahxOdGbVUAAa9bCrNYQsPanfpnKTP1bmMfYglNnje1VQFpp500TBf123Ox31vqqBul/d5aU29/bFqS00f6g3hCw0fJ77ZoFFrXHMR9b36Gn7+wIadso3odFJn6dFbmph4y9Zqm9XnmL57QsLPZuBbvbu02/X9XS7cszzDs9+JeadjvrX2EvB63HKPYk1W+W2bqk/b7tN3v9eeJWvHB6reQr3TITL3+OYieF/VtvbuPqNfhfQ4cf+2hmDzfRw3Re3SIPiWF0gFfNMkTgUvr9dtKh3LvbumKmoIfu1r7r3cQYF4zqk1jMxGWmXr9fOmO9l0Pq3yFop4A0G+kslGeTaremMca7rFRHmAEBXrV/V7MqY8lTDf4dNlTcTO0XlD7YqSd2A8h5rMZaReOJUwLULtMfSSWkBH5/R1hLFy/N6ftNObUu9Pa79XaWyFyxCJXBALiCQ2xeEJm14TYVWt4RVY6l0Z5mUS9iIBXlXhx+sEjAOi1X+kWuGKsnpMIO2DUtLYkR7PImvrkQsrjzrZRnv77Vfu9EANbGnIbhwUAv/jnR/jta5vxtzSZMzUj0B8W/E17O0zn6lsf66UtKY0Ps7CIdgxApv6Tffoxn1ZbCb/XLeujs+m50NwVwaWPr8AVT6zo8XmmTL1DUa9mtNOJetGF/dDRVTJAtKe1O5lR1o+hXU29NVuoaRqWfrof9W0hed6rr3OC/Zx6m0Z5lgx0eIDt90NKfagq8eGF607Bc989CS6XC+V+YzKAqJcXXe3V+040lsDGZCDl0FFV8nHVfp/tYlCcD6KOWmbqk5+DuN7aBWK2NXbh+F//G9c/uzar3+mUrfs75fZFYgmEY3G5feFYQvZzyAbbRnlpvt8tPWTqr392LWb+ahHWZ/F9zUR9e8h0LatvC2GHEuSLJTSsS/6+URZR367Y7+1GQYqAWk9ZwGCy5MyYZx61DZyIc2FkUqyypt6MUVOvH/Paqr7K1Buv3+dgHSEy0zVlPhn0rMnQRyIb9rZ1468r6votqAcYTfJOP0RfYzntfg/o+6ges939WGYImL9be9pyb5SnaQPXw2OwoKgnAFLrxq0MS9YuObHfO81kq43drJhq6m2aIlkREe0mS0ftbpNlONdGefrf4rh4ZCO1zBdc6005FI2nZCHCsYRpYTdv2bacoomypt7rMi1Y1QxypTKnfnujvqiZlIzUBpRGb5F4QgZBTp06HD//j8Pwq68emfKeOTXKi8axo6kLx97xOv74xqcpzxf2qjHVpTi4VhdkneFYWnuYuHA7bZYjbrrxhN58TJR0yEy9mF/tsL+BdU49YAiD3a3dGWvV7IjEEnh3i54ZFyLVSkc/Z+rXJiP54ri8ubkhmaU3f57ZZeotor4fZtXLTP0oXbwdNa4aALCuh74MVva0diOe0NDYGenxHDdl6h0cBz2Ap3xuNudsQskaHzKqUgqB3S3dUgy5Xebrb7nSK0PlmRU7cenjK/CDv64xNcrLBjnSLk2jvCFl9ovZ/hxpZxfcrUoej0NHVWFiMqjmcrkwJlkjPWV4Oe696GgcO74agLkhbDSRQENSGIhRWQAwvqYMHrcLwUg868CZOB/GJS3X1pF2Quzb9UFYt6sVsYSWVTfubFhvcaB0hGKm60m2rhbAPAVkeKV+TqQ7ZuaaeuPcaOoM46UP96A9FMMP/rqmz/oN7Eg6LSYOK4PX7UIsoZnGeQFKEEbU1Af08ykSS0gRZ/fdEaUvPQlwWVOfDNDFE1pKgBMwSjFEGcmBYBfOhnZpv9c/G+Gq2JuF0LNDTQg0pAkQ/Gv9Xlzy6HtoaA/J3yeCCgCUMY69t9///IWPcNOC9fjHmt29fq90CBfhjIk1APRrdE9JmnZl/dUSjJgCKf1ZZgiYHSutwahjB4sx0s743jotkytUKOoJAPP4ud7a78ViKbOo72GknammXs3Up7HfJ7/k6ugZTdP6dKSdOCrWhnI9Yb1xh2OJlNeFowlTrfG6XW1YbVlwOCGi2O99yqK7RBHrYvHfEYrJOauiw7Nq2Y8o21nic+PqUyfjhMlD5c97Y78PRuJYvqUJLcEo5i3blvKZCnvVmOpS+DxulCdFhZ2o1zRNXuCbuyKObJtqRHqnsngVGRdRa+t0KkHIxn4/pMwna6HVeeMq897ZhvtsghqAHkUXx3Z7k731Vy3rSLcQ6Q0is/3NEyfA73FjZ3M3tuzvTAmO9aqm3kbUbtzTjlPvfhPPr9qV9TZH4wls3a8fLzGz/KhxQwBAZuKcoIqOnjIv2drvrePM7IIxe9q6EYom4PO4MHFomTyPdrd2ywZb1WV+kygtl8Lb2J6G9hDu+tcmAMDK7c1SqA3NUtSr33W7RnlCgFizZZFY76+96bArw0rnHJt/5fH401UnYNGc03HhceNk53+XyyWvebG4ZrreCfxeN8YnhVi2zfKEIBNOKDESVmR9xedq9/0RIqOpK5JzR+39HWE8tnSr7evtRL3q/KlrykHURw3HkgiM7Giydzika5T37037pANuW2MX7nhpo/zZ6roWzH56lema7RSRlZ88vFwGU8S9+eDaCtNzhaW7Qik3E7/TrnTFyNSnvw6GkufCkFKfDJLaNcsTjj0hFjMFNZZ91oh3Pk0N/Pzl/TrMfnpV1o3BIrEE/vjGp9i4Z+DHpDpBCEvhoqiVNfV9aL9Pcy/907s7sHxLE15at9fU+V4wNHluNHelbss/1uzCG5v2OdqWeELD+8lSt3U2DV77yr0hzv+x1aXyXpIucaKXkSqZeov9fiAz9YBzC76475T7PfJaX+xj7SjqCQBz1tltc1ao9ntRGygaJFlxak8XCzOvjd1fralXhVo6S7RqOxXNecKxhMmBkGumXgQnxH4ZteeZLw5WERO2ydRH4nF58z4u2djrtY+c3QBU0s2pL7FplNfUFUE4loDX7ZKLS6/HLS/uavBBtdoKjIV+5mNqXVh0R+ImK+rKHeYAhoiCi1pikR2xu+FE4gnTeeZkXq26oBRCp9zvkWUn3uQXwHFNfSS1UR5gjMWymyP/6b4O3PHyRtyz6BNTAyfBMiVDl05MqJHzXO33n+7rwBPLttmKJGHPO+mgYThxih7QefPjhtRMfRbNnDosC5JGG8Hx+sZ67Grpxr82ZF+GsqOpC5F4AuV+jzyvj05mZjfsaXNsZ3Qs6rNslGddyO/vCKeIni3JoMSkYeXwetxmUd+ZOs4OMLLU6nfkjpc3yoVYQoNc/KcTv+kQ57WmNIFSM/Xq9qmYut/3daM8m88xXZB5Wm0lPn/wiJRRrYA66SJhW1oAGE6mbEW9WDwKp4Wm6eeSCOwIsW/XKE8VFp/tz62EZ96ybfjVK5vwp3d3pPzM2itC7WMCADuacx/hV+rzYPzQMrhd+mLcLnCVTtSL+95Zh46EywU8u3KnvA49sWw7Fq6vx4trs89eisDopGHl8nwFdFfhyQcNl/+vLvPJ893jdslg2QfJni4ThxkuDkG5g8kTotFXmd8jZ5r/5/3v4MQ7/43PlA7kopRJBMp6aqLY1BnGFU+swFVPfmAK8H5c346fv7gBC9fX492kOHTKvzbsxb2LPsEVT6wwvacTXlm3Fxc8uCyngJBTOiyZ+lGK/b43XedNjfIyuEs27W1Xmioa51K6TP2W/Z244dkP8Z2nVjm6hmyu75D3yY8t4+Le29qEo257Db9f9EnG98lEu5KcE+UM6d2Q5obVLcEI9inHyWmmPpHQcmokmCrqnf0+seYv8XlksLbY3S8U9QSA2X5vt/gR9vsNu9uxoykIt8sQLVbcDu3pPdnv1Uy9KuTTNcpTo5dNyUipVXzknKkX/0geFrHoc7JQ7bA0BgvHEinbEYom5OzuU6bqC4xcRiiJ45RSU28j6gUThpWZpg+IYICaqbf7fGRNvRP7fcpIu7jJdv3vjeYAhojCChukECzWLKf++83v7cSGrr6PaJakZmUM+73DmnqbTD1gdNAWY7JU/vyesdC2m/O6fIsh6ve0dqecM5qmmW3cSXH42NKtWLEtfVNBK3e8vBG3v7QRb282z3FvDUbkOXjM+Gp5Xq7f3W4aZwfklqkX1xi7TL1oSpapxs+OzfW6AJpaWymvQweNqECZ34NgJI7PHPY4UEVHT9sRzHKknXhfkeHpjsZTyhdEH4aDRugZRCEKO0IxmXG0ZtuFvVBYvFfXteDldXvhdgEnJh02QmTb1QX3hFpWIo6FmqkX4rSxM2K65trZ79u6o30yy1ncB9TrWTpR3xMioByNa7ZNAIHcZ9WLqRyVJV6Z4a1rDsrFseiEbtc1XRUWTs/ZlPdIZtKsC2C1SZ7Y145QzBQkrGvOPvMmyqxK/R4EvB553todtyabmvqOUFQGnm4+51B8fppe6yuyxiJbnktWVgjNicPK5HEHdFEoeiyI/6sI8SjuE8clrcoq5cpEmXQIIVHi80gHUXsohn3tYVlmBRjrGDGasadAwZJP9yOaTHqI7dM0Dbe++JFce2VbliVcTg0dYdzzenbC8bF3tmJNXSve+Dj7hIRTRKChqjQ50q4yALdLD/I1Khny1mAETy7f7vha46SmXgR3N+1tl0E3c6bevgxJfL7xhIa5/858TNWmwJvrO0xB31U7WpDQgNc+qs/4Pj0RT2gycDCk1CcTJ+nudVYh3twVMbkDnYr6O17eiKNue93WgdAT1jWGE1GvaZpcqwR8bjmatdjH2lHUEwBm+71tTX0yCikym8dNqElbmyliArtaunHp4++nzI4XRGPp7fd+r1pTn7n7vRp9Ewtna0Qu50x9wjzqz7DfZ5+pt6up1xu26f8+fIxuFbbL3mZCzdSnq6kvt4j6ycnaU4HqQhD7F7AR9SLqmav9XrWoLdq0z3TjMmrq9RvmkNL0UWTr73eSsW4JqovXZKZeOS5eGVDKTtSXWkS9qKu32u+7wjE8v9rINn1qWbR3hWNYU9cKQBe/CQ2mTs2AniFWY2YNHWG881kjfvXKJlz/1zWOezKIujprTaKw3k8aVobqMj+GJ4N67d1RJfptRL6dZklEpkVYmu06BW9LLsCtc8+dYHS+NxbqHrcLR4zVv1dO59U7t9+rPTuc2O/1fRpXUyqzgNaF95ZkZvagkfp3szxgiMIln+jBF2umXi2PAgx3yOkHj8CVp0w2Pbcmy0Z5XsX5I76DAdNIO5/cF3VxFzaJer3r8Ll/WIov3vt2xjKZeELDxj3tac8rEXAbroz1y0XUC1EbjavOJPP1To61SwoeETzL1NC0WxG54vMSAj3gdcuRhHZ2WjVTn2uzTbEQtzar29bYiWAkjhKfWwYeU+33uWfqS5LHTwRDrOVDmqaZvlPievLW5v2IxBOYMqIcU0dWyNeLa7S4VuXSP2S7KuprjOzquJpS+XsAs0gDzBNfyv0eHFKbmsiwK31RiScMt2GZ34t7LzoaT1x5PE6bpgdK1e+JrKl3YL9frARidybH8/3zwz2moK4T55rKTmXM35Pvbk/pO5COSCwhA0UtOQRjnWLN1Ps8bnlv2qd0wH9i2Xb84p8f4YG3PnP0vuq6oakrnLLOVM/ZT/d1yuM0aohdTb35+/ae4pb454d7bJ17Kh8o43vbuqOmIIO4Lnza0Nmr2nB1XVpZ4usxcQIgxbXRGoyajtme1u6Ma4D9HWE8/b6ezOhpRLEdYi0vgl17HIzQi8QNp27A65GJKGbqScHQ0BHKeVyDyX5vI+qti8gzDx2Z9r3E61/7qB5LP23EM+/X2T4voohQKzJTH0uYaq4Tmr0DQLWpiUWMVfD1tq7TlUzVC5GcTU29OH5hmwx4s9L8SrgfdjQFHQul1z6qx6odzcrxdFm635trRNVM1KThZlEvFu/hmNH9Xm2gJ98zq5p6a6O8mGmhuaMpKIUMoNjvk5l6sVhvtxF51oVUg4NxNC2mTL1+c65URX2WI+2MOfXm4yQ+y837OhCNJ3DfG5/iocVb8Of3dpgW8tZM/YrtzYglNIyrKcWho/T3sI7Ush6Lho4wPkzaVPe0hVKCAOloTN6YrZbBtcmgwjFJ67pqzxP7O6zcmAnutE5NjLQTjczsGuX1JlMvAigHWxbf05LZOKcjBlWbfE/ZHvX8c7JYUJvViQVKWlE/wghMfPkIfbTjvzboGRqrMB9qWVA2duh/jxpSgpOmDINqvsp2pB1gOHPEok+9hrhcLimU1NpKa6a+KxLH7tZuNHUZFvS6piAW2wR9H1u6Fef+cSn++oH95Afx3RQOMiDXTH1qTb01Uz/JIk4/2deJX72yCbOfXo05z61NK+bE+VDq88jtFJ9tTZkf5YH0i0z1nMjVfi+uEU2WGt9tyQap00ZWorpUzGK32u971ygPUMYBWuzY7d0x0z1cXDteS57bXz58FFwul3SA7GwOIhSNS4HqtCGqQNM0GaSYOKwc4xT7/fiaMpOlXrVTA2ZRf8yEapOrTSAygOlmyqvnR5nfg+oyP848ZKSsm1fLVESQsDZ5bQhb1j+CeEKTAT7AuK7d/6YuYkWJjfX6+um+Dvzutc1pBeGu5H1jRGUAmgZc8OBynP7bt/Dg4p7F8eb6Dvl9740T56M9bT02vRPnsupUGmXTLE8EF1dsd+ZaU79vmpYaDOmKxGWQPxJPYFWyZFB1dohrsLr/mqbhva36NkweXg5NQ48OCE3T8EEyKCPcbGpSQLhvdLdN5h4xmqbh6vkfYPbTq0zaQARnS30e+L1ueR1IZ78XDQrF2qjZ0igvGtcyJlSeW7lTHkPrNSkT4nydmrwnOsnUq0m8Ep87qzVrIUNRXwRomoZrnvwAJ975hoyW5vIeAlv7vWUReUZyDIYdQtSLRXm6xa5YmHntRtqpNfWWjKldtt5UUy9EfcQq6ntbU6//X2RynGTmhHgTGSU1Uy+EkrjxVgS8GFtdCq/b5Xis0O7Wblz751W4fN4HclHmswh3qy1cFbBWUa/OqndSU+9opJ0ls6vW1IvO2os26gt7TdNkFFbYN6tL09fUWy/QmbI46kgwwFgMqfZ7KeodZupDaTL1E4eVo9TnQSiawD2vf4J7Fn2Cu1/9GHf962MAwClThwEwsssC0fH6lIOGKwtjs6i3NmDc3xE2NYJ7f1vmWspQNC4teNbmPsIpcnAyqKAGVsQxH1Lqk5Mueqr9VBHfh0nJhXRz0DyLu0VpxNnWHXEcpIwnNNzz+mZZkysy84IqRbw4oblTzdTrr9nW2CXrewWmmnoHM3CFmB3ao6jXj70q6r992mSosVbr9Xho8voiriVi0TSsPIAhZT4cqRyPbEfaAca5LfbX7zGf63Z19SZRHzVP+BALrh8+uwZXPPFBSmBLCMF0jqVoH2XqfcIRlkhfUy/ElwyYKAv+Bat348onPrD93NXrgthOUcteXeaTYjBjTX2aTP36XW0mYWdFXCOsmUMhOoZV+JVZ7Gb7fWswmnaBD+jfhUeXbDXdi62OJRkMsQQkrX0lRAnXsmTJ0ZcOqwVgTCHY2RI0nVdOArcqe9tC6IrE4XLpmXlrpn70kFIZzE7N1Bvn1HETUq33AFAR6DlTL46Ly2V2gYh7tPo9sY60A4zvXENHCGf+bjF+9sJ6rNvVasqIi8CHCABdNHM8APO5qmkafvjXtbj/rc9M5V8qIgN91wVHyq7oO5qC+M2rm3tsULhWcUDZNQB0QkN7CP95/zJcPi/9GFGjlt04PqNsxtqJc37jnvaMa5RQNG44AJJrI+t4XGugQly/TPb75HVV7ROzZX8XGjvDCHjdePCbx8Ht0ptBpjuWu1u7Ud8egtftkuN81WvjPuXct96L7NjfGcYbHzdg4fp6KcwBw8UjyhhEECitqO82HGaAfs6Kdb3Y7909zKqPxRN4WjnnRNDZKeJ3iVIZJ6JeJJNcLj1ZpY5mLWYo6osAl8uFgNcDTQOeX519x2jAmqlP/bmaGRpZGcBho6tSnyRenzyrxIUg3c1O2O/9GbrfW0W8nahXF0bigp5SU2/5/1ubG/Cmg/ov60g7WVOfvBl3hKL4+kPL8djSrSmvFSJGZDXDMWPxKBYMYnsrAl54PW6MTy5m0nU9V9G7C+u/R4gDa029tYGbajWfkiZTL2YX6/vbQ019FvZ7UcsbVET9fxylZyBFZ9imZAd7l8tYTA8Rc7BtMrfW39/QEcbrH9Vjxi8X2WYAre8hZp6KDsaAar/PbqSdNXjicbtwSFIUP/z2FgBGlrTc78HN50wHoNt61WyM6Ex9/OShmDRcPxesdalCnArrZ1NX2GQtd1JXry74mi3HRa23A4zPoK07aqqdlZ2fHTbLk/b7oWVwuYzmYYKtyn5G45pjq9zNC9bhvmSW6qpTJss6ckFViRD1zoIPpkx98t/ffPQ9/NfDy00iKagIVSczcIUjorrcp4h6Y6HW1h2V3+ODlFrfKSMqcPZho+T/rZl6q/1efLZCTIqeCG6XcSyyocxyDbG6d4RQEoutREIzNVYKx+Imd4qoddyXXKRbR6iJa0+6rEpfZep9bsMRls5+X61YUxMJTd7XxIL+/W3NtmMdZabe78EJk/TzcdlnerCtpswv+wFYvzud4Zjp/Xa3dtsuRK+c/wGueGJFWoEgFu7NlmxtsxJYqlS+F9bvRk8i7tevbMSvF27CX1cYLjxrcHNymmuXNYAYiurlO+LaLO5/E5KBv7rmoMlhY9dcMh2apuFXr+gd9I8aV42A1yOFCQCMS44sHD9Uf2xUD/Z7u3p6ACjL0ChPfHZlPo+cvAAY55lYD8SUEpCaMp8soRPrp1fW7cW2xi78+b063LxgPQAjAL2rRXe7aZr+WuHwUq/xq3a0YGPS+m3XQC8ci8tEwjETqvH8f5+Mtbd+CZ9LNkn96wf2jksA0iUGpLdwZ2JrYxdiCQ3bGu0nJnSGjXPUJOqT/1aTIKJXSyyhpUx6sCIEfInPjSkj9PWQtQN+uhIsdTvE9bxRCdIK6/2MiTWYProKM5PXgXQlqcKWfviYKumSU0W9GmxQg/iJhIYH3voMt/xjPX79ykYs/VQP9rV3p66L9ceToj75/R9Smn6NBRj3zdqqElPCqCLgldnznlxwb37cYLLMZ5upF98BIer3OrDfy2SSV//eGc2d+2Z6QL5CUV8kfG3GWADAP9fucSxGVERNvcsF041H4PO45Rf/zENG2j5HIEbitXbb17YLoj3Y7/2KsLLaz+wyqOrvEDeyVPu9ucbz2qdW4dqnVmds9CVH8yV3uUTJZgPA6rpWrNzRgqdsot9iYTU8ecEPRY1ZzyJTLy62QmwLO+AOB11k7cav+L2WmnrLIrWip0y9ErCIpLGjAsbCLRrXMp5vISWzCyQb5SX3+dwjdVG/cW87NE2TN4YRFQH5e4f0YA2znlsN7WE8t3IXmroipppDgXXBIT5au0Z5Tjuld0fMi1mV6Urwa2x1KZbf9AU8ccXxeO7ak3DY6CqU+jyIxBMmu6toFDhxWFnaTL04ryYOK4c7KY7V2jsntsNGZbFvXWiLjJE4V8TNvz1krqkXYi/bTP2QUp/R3E3ZDmtWz0ldfSyewIJkj4Lffv0o3Hr+YSnXJ7E4tyvhsMPaKK8zHMOethCicc0kdqxiLlOQy5SpTwpS1U68NZlpG1VVktLU8runT5H/HlpuFrAiW9IdjaM7EpefrRC9pyZF/dByv2wgmA3WwKA1ECtcNcJ+H7FcExKaecEojlNIWHYt30txjUzr8kreA0aooj6HsgJ1fGUkTaM84fJIaEBnxKg9nz66Sj7XznKsZq7/3wkTTFm9mnKf/O5Ya+pFA6pyvwc1ZT5oGkzlSYD+/WzsDCOhpQ/giXO9IxwzlUCJY11TrmbqoynNsHqaVS8cgao4VHsIAIb9fkdT0CTSrKU+3dG46V4tzvvxNfp9sDUYxcdKHXIomnA81uuldXuxcH09vG4Xfv3VIwDoDVjF5WFcUsxfeNw4jE6WqqiYMvXj7UW9CKymq39Xgzsq1ky9GhQo83tTGvCprgzRFf3sI/RA366WbunomDayUtaZq9fWJ5UpCCu2NduOktW0ZLlI8npSXebH5SdNAgA8t3IXovEEGjvDKQEfVdTnOqdd2LfTBXPFGLnKgNd0bRTB/70m0Wjs92rLdJ3U36u/bmRliXRI7LO4p+x6v1QEvKbzQ72ei/NdiPrPJc+rMw/Ry1bf+the1H+QvG/PnDRUJgQ2J518mqaZXF1qs7k3P27Ab1/bjKffr8OjS7fhu0+tQtzSaV5tSiseF2urTPZ7tZeBWr41siogg2Q9Nct7Jhn8E2Vw+23K7npCnA/CvbatsQtTf7oQX39oedr1pzFqWP+elcpMfd9OYsk3Ck7UP/jgg5g8eTJKSkowY8YMLF26tMfnv/3225gxYwZKSkowZcoUPPzwwwO0pQPLadNGYHiFH01dkZRO1k4Q5cN2M+oFYlHSUz09YGS022Sm3n5hptaAW/EpjfKc2O/VG2o6+7264O4MxXThGk/YXrBVEmky9eL9xO9paE/NIIiGJCJjltCM/RY3BBGEEMIynZCzo74tNeLps2TqAxaxKW6IAa8boy3dftWFRk/2ezUrnUnIWDP1jR1huZA5dkINvG4XghE9S/BJcrEyTWl01pOot37GDR0hrEp2j7WLrqdr4mOuqU8GlBzPqU/OZ/bbiXqjtvvHXz4EpX4Pzjx0JA4fMwRut0vOSBb7nUhoykg/o4nT9kbzIkrcZKvLfHIBB+hi0O3SF9L1GaLZakbBuhDrtIh68RlE40bDoFKfRy48nWbUO+XiwGuMyVQWG9Zz3knWZ29bCLGEBr/Xja8dN872OarN2AmqSGsJmjv9qtkva0DQ7jh8uq8DX31gGd7d0iSzpDXl9vZ7sTAXTfJUjp1Qgy8cOhJuF3DEGHN5QUXAK4V2czCiZOr13/G5KcPw3c9PwU/PnZ5p122xBqxSMvVJUb8rubCzcyyon7P4zohrh1UUiyxLuky9uAeIYKnbBVT4vbbP7QnVEZYuU1/i88j9b+2KyuzXkFJf2o7XgGErL/N7UeLz4IdfmCZ/Vl3mV7471r4g+nGqVTqzW0W9es5YR4IC+nWk0+aeCBjHuqbMJ697uv1e3Kv0Y5ouqNwRikoBtWJbs7znyZr65LEaP1TPgndH46aAY2qm3ijNcCsW9fKAV4pLa2ZZrd+NxhP454d7UoR+S1cEt764AQDwvbOmypIcv9eNw8dUocTnls1MrztzKt69+QvSJSAQgfdpIyvSBo2k+M7UW8HqdpElhvp5Jybg+D16+ZxwQXWF9aa1ojZbZOEB4JsnTgCguypEGdfU2gr5GYrrQEN7CP9KNnb0e93oDMdSSjWFUB8/tNQUFP3iYbUYXhHA/o4wbvvnRzj9N29h1u+XyPOoMxwz9X1wmqkPRmL42Qvr5fhW9Zy2C+aKBIbVTTFazqpPtd8D+iQQK3VNQcx+ehXm/vsT+XtHVAZQW6Uft4Y0mXrVuWHdDnE9j8QSaA/FTPX0QtSflVw7L9/SZOu+EbX6MyfWyM/504ZOxOIJtAajpmDp9qagPNbCoXvyQfrvCUbiaO82l9A0mTL1+rlWJZ14ye73aWvqDbu+Oj1lZGXAtp+KFVEqcNlJE/VtyaIvRiKhyfvA1JEVOCjppoglNKzc0WIa/6uijrMDjHtYMKK7WnszAjGfKShR/+yzz+L666/HLbfcgjVr1uC0007DOeecg7o6e1vQtm3bcO655+K0007DmjVr8NOf/hQ/+MEP8Pzzzw/wlvc/Po8b/3mMnq1fsCZ7C751Frsdv/zqEbjl3OmYlax5S4fIBLVlsN+LbEuPjfIsc+qBVLGl2tYARdQnLwTixqw+R11891Q7qGO4GABz3bn+t2EVtS4sjJr6AKyIG4S4YQgBJeqNrVlLO+wy9SmN8qyivsRwBFizdmpn/3SLXPGYOB7d0ThuXrAeZ/9+ie1nLY6PmM/bFTEiqENKfbJ2cuv+LmxKNoURiy0gg6hPfsYiW7JxT7sU7nYCXhxr62lu7n4vauoTaAtGM34O6brfA/pN1uN2YebEGpx/1JiUn09LNnT7ZJ++KGrsDCMa1+B26c2ShJNiT1u3KXjSrojjkVXGuXXC5KE4bIx+7DJl61VxahVVQnyLc7LM75FWT2FzDPg8RqY+HENEcXekwwgW+OSCXc1UW626bQ6a5YmM4via0rRZaGm/D2d+v0TC3J27pStiEiXqcbNabu1E6II1u7F2ZyseXPyZIqjsRb1dPb3Kg986Du/e/AV53ghcLpfRLK8zIjN0Ipjodrtw87nTcWGaoEcmMmXqx1kWdnbngXU2uaYZizVrHa5YvKYbmSlq6g8aUY6DRpTjrENrc3IgqJMuRCDBzpkkak5buyPGArfEK8sg7K41QZm51t/vazPGySBdTZlPcbmY91Fc00dWBeR5YO2Ab7ZVp37PuyIx03SMJpseEWqmXrc2648fOVa/ftSlmVWv1vg3dkZkyYx1Ee3zuOV5oX6vrd341ftmecBrEpRCZH9gcSOo35knl2/HD55Zg7uTvUoEf1u1E63BKA6urcB1Z041/ezZ75yEJTeembG/hBBun7Nk8FVkCVKac1Vct8t85qCTOM/EeReUx8Bj+rsrHMPK7S3ojsYxojKAP19zIo4aNwRfnzFO1vl3ReKya/q0kRXye9/cpfcseW7lTsQSGmZOrJG12u9ZAiWinl44JAQ+jxsXzdSvG0+/X4euiO6sEHX063e1QdPMjX+dlEe8+XED/vxeHe55fTMA82cqrpN/X7ULT727HYB9PT1g1NSLIHZ3JG76LFbXtZq255kVdfjyH5Zg4fp6/OGNT2UmfGRlALWV+nul1tTr340TJg2Vawfr+MMSn0d+n/Z3hFHXHJT19EeP1wNKB9dWYGx1KcKxBN7dahaj3ZG4nIRzzIRqjK8pQ5nfg0gsge1NQRnIqinzSTfnul1taA1G8MYmPfP/s/MOM60rVWeaeg1o6zauYYBqv++5+31Vic8k6murSmz7qag0d0XkNeeEyfr3qLHTeQlNKBaXjsrKEi9evf7zeO/mL8hz8pV19lNIQpbyUbE+++eHe3DCnf/GTQvWOfr9hUZBifp7770XV199Na655hpMnz4dc+fOxfjx4/HQQw/ZPv/hhx/GhAkTMHfuXEyfPh3XXHMNrrrqKvzud78b4C0fGESW6t8bG7KuaxJWY3cPZ8Txk4bi25+fknHxJH4sbvK52O/Vx6w1MFHriDTLQlpcvEQkVCy8VFGUjahPzdTr2xZPaIjFE6b3tXYAFeLI2tgKMES9WlMPABOHG7ZF63ZbEQtAdZHt97jhcbtkw8MSS1ZN/J7Jw1OzgaZMffL32nW/d7lcKBGOhUgCL324B5v3ddiOaxHBAesIRNFnQNSxbdnfKV+v2tZ7EvXi2EwYZkRvBXaWWPHYGEuXY7P93uiIfd1fVmPW75fgs4bUWfICa4ZKZerISiz98Zn48zUn2n5vZKY++f6i7mxUVQm8HjeGlftRGfBC08w1rupNdmSlsbg4cuwQnDBJv3GuyNAsz1RTb1mIiZp6cVxcLpeM6ssaRK9RU9/WHcWs37+Nc/+4tMeyBZEpryjxyg71Sz81FjcpmXoHdnkh6idYsmwqoiGQk0x9W3fUJIhaglFTcy61bMFqubXLvojF6optzTI4MFStqe9URX1q53uVgNcj7aZWhEDZ1x6S35VhNsHEXLDW1FuFr5j9Xd8eQiyekKJcLQVqsoh6deRQaqY+Q0198v3L/V4suuF0PHrZjFx2Cz63EcAT22znTFJrTuWCuNSwotra72WGVj/3fB43fvdfR+GMQ0bgwuPGye9OJGbuGyO+XyMrjUy9tQO+KoA+2deZcr+3nud2mXq1pr49FJWBQpHRTme/t47gFPZ/u4ahdq4z8fvF5TAcjcvgmLXkRIh6a+BD3f/3k79frVNOJDQ8nZy6c9Upk1PWGOUBr6kZXTr+3/ET8PuLj8b/zDo47XNEQDhdSUBG+73I1CdfLxooGo0U41iSrJE+bdpwDK8I4J/fOxW/+6+jUeLzYGTyOiKyvNNGVmJouR8ul752ae6KyPrr844aLQMUKaI+2fne6lYQx0EEdUWC4qNkrbro5SJKF8KxhKMO40KE240qbOuOIhJL4Kbn1+HnL36E+rYQ6pMONquYljX1yfcT9dpetwtetwv7O8Lyd7y1uQE3L1iPYLJxoqYB/1ijl26NrAzIa+u+DvtM/ZjqUjkG2BpcAGAK1Ir126Rh5fKa4nK5cOahelDlzY8b8O+N+2Q/oY172xFPaBheEdAdd26XDN5uru8wgn2VJTh6XDUA3YL/0rq9iMQTOHRUJQ4bU2V04U8R9an2+yqL/T5deVqHjcNOHLNMmXpxTxtbXSp7V4SiCcfuPvV5pT4PfB43Rg0pkQHq1z6qtw0ih62Z+uT3b10yCPXcyl3y2BcTBSPqI5EIVq1ahVmzZpkenzVrFpYvX277mnfffTfl+WeffTZWrlyJaNT+5A2Hw2hvbzf9KRQOG1OFycPLEYknTE00nCAy9T3Z751izfZ3R+3nWPdkv1dFqvXLb7XfWxsNWTP14oJlNw8WyFxnaympN4m3cCxhGp1hjfCKi2FVqS8l4y0WA9aa+snKQmjx5gYcdfvraeetiqypaDgHGKJUHFdrBlksUCcPTxUOak19T/Z7wLhItnVH5YLEuv+AcXG1jtISmXs1GyVqBVWLoZOa+glDS1N+ZldWISLGIpAgUO33IhgSTSSwpq4FkXgCb31sX9KiZhvtRD2gLwTS/UzctD9NZgtEozFRo+xyuWS2Xs12CftcZYnPVFd8xNghOCHZJO6DbT3XEqriNBJPmBbO1pp6wPgchMAt8blRlswmrd/Vhu1NQXzW0GnrHhGI86SyxIvzj9adC69uqJeZW1FmIAJOPc2IFzgR9ZVZNMqzZhJ1+719pl6cf27FtWJFLFbViRbVZX4ZjFHLJDKJ+p4Qiy0hujxul7z29ZYU+73lmjCyMgCfx4V4QsM+pbwm4HHL55oy9ZbrprX8Q1x70trvk/cTr8cFt9vVY4+XnvApFuhwmpp6QM3UR01NptLNpo4njBF56rGbMXEo5l95Ag4aUWFyB6n3OPH9qq0KyGaJn+6ziHqLfdVqMbbWx6uNqYQrorrMyNSr1/DDk6Ud6ez34lolRJ4Q9XaOpck2HfDF90uIM2umXsV6XRffcTV4vj651tnV0i0Dn8u2NGJHUxCVAS++ckyqQ8oppX4PLjh2XEpAWqUsQ/d78bj1O6Q2pQWQEtioUGrql3yiBz5Fll1FiHARTJ1WWwGvx230LOkyBObk4eWy8d0H21tMdfUiU682EhRMGFaGZ7/7OTz/3yfh2mRvD9GATtTTn3TQMLlPds6V97Y24eS73sCrydGF4jxo6AgjHIubzumWYAQtwYgM0n+yr0Nm6q0TCoS47orE0RGKyu/isAq/dK2trmuBpmly5N83ThiPa06dDMA4z0dUBjAi6XrbZ83UK2VTIuEwxk7UK3X1InM91nI8hQX/L+/X4Zo/rcQ1f1qJrfs75WSMI8dWyevZoVLUt8tzfmRVAEeN07+jj72zDQ8v1pvwfn2GLnLFudrcFTV1vDfb782N8tTrmx3q86uVdVxtVQmmJO9VnzZ0YmGyxCOqJLu2yJKyCpT5vfJ7YB0bCOgjDY/8xWum9W634uxUEyPHTxqKEZUBtIdiJgv+O5824n+e+1C+f8Ai6gFjjXfLPzakXCsLnYIR9Y2NjYjH46itNVu/a2trUV9fb/ua+vp62+fHYjE0NtrXYdx1110YMmSI/DN+/Pi+2YEBQtQEOVkMq1iz0b3B+h6aZlhhVHrO1BvvYRXtUUuNvRDoYpEhmkXJ0VtlRqZeZCPV98ycqRf2e/391YBDKBq3ZOrNgqZDEUfWcTZC6IljL27iY2tK4XG7EIom8JPn1yESS2D5FvvzVYiNr88Yh6HlflSVGA12xHG1Cspvfm4CLjxurKzHUxFZeXNNvf1lQlyc9yjzYe1mlYrFshhNJxhqydQv39KE1mAUHrdLZqiAnsetGCUWvpSggZ1bRTxm7fpv1yivpSsiha41q2Hsm7Eosqupz8QhyZv21v1diMQSUtSPVmYpC1Gv1kCKTL3Vfn/42CpZc2bNNlixCgPRJTueMBoVqaJeRPX3yW7BRqZ+jdIoKV0XXE0z6nwrA17MnFiDsdWl6AzH8ObHDWjsjKAzHIPLBTmCzcms+romUQvak6g3GuXZ2f5i8QQeXPwZVte1pNRPdoRiJmuhCIZomiavPbJRXYaZ44KhZX7Z3buxM4KOUBTReELui11NfSbENoja2lyb4tlRaqlXtwpft9uF0UOMDvhqk82AYssVhKJx0zQS63dVivq0jfLS3zuywSi10ZSRdqnvKQRSWzAiF8pqTb11+9V7gtXlIFBdDKrjY5+SqT98TBU8bhc+beg0NSOznlOia7ZA7XoNmK234js1tNwvr3uiOScAHJG036ufo4oIGs06XF9bpYh6v3H8RCmZOtVCuqWqRdYuLve/3HKsrIG6YydUAzD2v6EjZOp6/u4W/Tr99Ht6lv7C48bKjHd/oda+2yG736dMkDBP0em02O/F87c3dUkHm2h4qaKK8MoSr8zcCwv+/o4wdiRLKSYOK8f0UVUYUupDZziGDco9ZVdzz9fRGROHYsbEoTLos2F3O2LxhKnDuwjU2zlX/rZyF/a0hfDaR/p6Xe3psq8tbKpjbw1GTeesGiweZXHZlfm98lq9rz0kxeuw8oAsT3h1Qz3e29qMVTta4Pe6ccMXD5ZN6wQjK0sU+70lU58MOg4t8+Hbn5+CLx8+yraUSc3Ui8z12Grz9p40ZTgCXrdc92ka8MamBpmIOzKZhQcgm+V9XN9hauj39RnjcOioSrQGo9jd2g2P2yWDV0MV91DamnrlGqb+nblRnjlTP6IygLHVpbjqFD1AMue5tbhr4SbM+OUifPHetxGMxJRAtX5PG16Z7K2krDcEf1u5Cx3hGB55e4u8hoq1SLnle+xxu3BuslHky4oF/zevfYznV+/C/OXbARiNosuUdfADlxyHScPKUN8ewl0LN9nuc6FSMKJeYI3Ia5rWY5Te7vl2jwtuvvlmtLW1yT87d+7s5RYPLDVykZFd9Mmw3/d+EWg3597OaiPEuV1mxON2pZ2BnS5TP7wiIAV3U1dY1mMKsZfQDHu2GlXPJOplpj65PW63S/4ea6beutjqTNbwVpR4TeJaz2DZ2+LVWkSxwGuy6RaaSGjyRjdpeDle+cGp+Nf1n5fH0y9Fvfn3HDqqCvdedIztzTsg9yuethu0QLzvXkXw2AkYsWipKPHKwAtglCQcpER69f+Xm46VuOEEI/GUzz6kWBtVGzqgR+7DMf01/7dkS7LeXj+OIyoDpqY3ppF2yRoUVZyu2N5saytXRYd1yoATRg8pQWXAK0f57JaZemNfZiZHKT3w1mdyQaQ6QMQibvLwclSV+JSZ7LEe69YaLZ+VyOCpNlI12FGlLJwAPagjFp7q2KB0o7C6o3F5DCtKvHArC5EX1uyWFt0xQ0plcDJzvwsjUz9xWHohLDL1sYRm+r4K3t/WjN+8uhk/XbBeftfUwI8QyoBhYwxFDfu4sKTaZZatgS63S//cqkp8cuG9vTGIHU1BxBIayv2eFIupE6yi3q6PR66kCBKbc32s0gHfTtRb7femTH2KqI/L59kh+rF4e3m/EtfIWMIIYlqvl4CSyQoqmfpSr7y3WLdfvd+lC4oChsU6GIkhGk9A0zRj8V4VwMjKEvxn0tEiRjYCxnVW3CeszfI6LNknEVCJJzQZgKgp98lMnchqlfjcGFtdijK/BwnN3oIvXAMXzRwPr9uF3a3d2NUStC1DEk6DrUr5QLNF1HdH4/Ieb83Uq/XdJT63FDli/zdYxpUt39KI+rYQFiVttd/83MSU7e9r1Np3O6xTAQR+xSUCGGuSckum/rkP9DXokWOH2JbTqMdo2sgKubYV5W36rPYEPG4XxlbrfUeEm2up0lF/Z/J+Z62ptyKy37tbu/HGxw1oCUYxpNSHY8dXy/WnXVJJ9H4Q57eaqd3VGjT9v607agoCfra/U6mpTz0GInu/ty0kg9PDKvwy8PSvDfW45skPAAD/NWMcRlaVYMakGtN1bUSV0SivqStiWmuomfpjxlfj4UtnpEwOAgxR39ARSpupL/V7cPtXDseFx43FFSdPAqBb8cW5fNRYowmq2gFfluVUBVBd5sfL3z8Vt51/GMZWl+LykybJ9Y90D1ns92qDSvUaBphH1tq5atX1RrWlph4Afnruofj8wSMQiibwyJKtaA/FsKulG+9va07pEyPOy8bOMF5etwfTblmIF9fqJRBiwkN7KIZ/J7/D4tpglzQ5L9mn6PWN9ck+UHEZABNlIeJ6JMpav3z4KHz5iFG4+2tHAdADopkmYBUSBSPqhw8fDo/Hk5KVb2hoSMnGC0aNGmX7fK/Xi2HD7BufBAIBVFVVmf4UEtU5inppv+8DUW/3FtaMSyKhyQW+3cLM5TKavVkDAmJGscBYEHiMZlFdEXkzVRt7WKN/gPNMvbqZRkO5hMmFYF3AywhnwGuqTQ/43CliWV3QWAVKo42ob+rS7Wkul34zGT2k1BQVlpn6NPZ5O7LK1CcvsuooGatTATCOecDrNl2YxWc1xWI1VpvkAeaxQtbPSl0wiRvqYaOr5HncGoxi8eb9uHPhx/jZC+ulLbC6zG+KOKviVR1zJegIxWz7BYjP3u9xy6Zb2eByGbPsN+1tl5l69XP81ucm4oJjxyKW0PC9v6zG8i2N0jJWWeLF8ZOHotzvkXZ2EaxQM+52WO1vajdjsU+qzXpIqdnCXuJzy3NWzeily9SL/hJul+Hy+M+kqF+8eT8WJ2tiJw8vV65j+jZtb+xKESoCJ/b7cr9Hfn/t3kcEKj7Z1yEXYyMqAzKQ8bEyK1gcN3HdcbmMa4xVhMYTWkq37yGlPnl+iprjbU1dRkZDWZhngwiSiUZmImDQF6SzDquMURomReJGQFBkJNXjEIrGTdfNrLvfJ/o2Ux9RMvV+j11NvdEdul1tGiXqVy3lA2p9eU+fpchMb9jdjqNuex3XP7tWLt7Fgvm6s6bC5QL+vWkfNiYzq0LUnpPMVH24s9X0HUyx3yfvH+1Kv4jqUr8psCn2yeVyGSVRNqP0xPfj6HHVODwpQN7b2mxbbiDeZ0dTUIokEdwRYkfvfp/MxqWpqQf0mfJCuAiXkchuilrd5VuacO+izYgnNJwweajs29GfZGqUF0yTqTf61+g/N9wKyZr6gHDC6dcmIQCtjFdKFKaNNPZ3uKXWfmx1qfydX0o2O/7rBzsRT2joCsekiB5vU8qmMqTUaNT2xzc+BaBbylXLv7UcpaEjhO1JF5I4v9U1zc7moCno19IVMZWMfNbQKcuURlWlbp8ca9cakr97aLkfJx80HL+/+Gh43S50ReJwu4Dvfv4gAHoJkegWD+jW+Zoyv1yP/uf9y/CN/3sP3ZG4fM+aHsowAGeZegD4fydMwL0XHSM/0w+2N+PTZF+dI8elivq65qAMeosgvtfjxhWnTMaym87CrecfJl+jTuQwZeqV461ewwDj3q5p9iVq6npDHaeqbsv9lxyL4yZUY9rICumoeXdLU0pJmTpu8fWP9iGh6QHLnc1Bk6Pn+VV6w+90ThdAT3iMqAygIxTDqu0t+KS+UyYLRcBdBGnPO3I0/n7tSfjjN44FAJw4ZRgevWwmXvr+qf3u5hlICkbU+/1+zJgxA4sWLTI9vmjRIpx88sm2rznppJNSnv/6669j5syZ8Pn6ptYw35CNe7K236cK11yxy/anZNsVYe5LIxr9UtSbXxuJmSOJaoRbjslSRP0Qpa5ULDy6ssjUC9SyAsM6Z7HfK7YtTdOUEV4+k7i2CibALCwnJ2+a6udpjaAKITKsPGC7uLVGYZ2gOhAy1tQnj4FqTRZBjU1723HXwk1o646a3kdd8InPami532SdP3S0eSHmcbvk4rM1GMWHO1uxIDnCRTYh8nmkDf34STVGBq0rIkXfhj3tcjGs/07jBl0ZMH5/OqFgZ8FX671yRTSm2rC7Tdpg1UZ+HrcLv/36UTjniFGIxjU8sWy7ETkv8eLQUVX48BezMOdLejOnUp9HisaeasjFokrUBopFVZfFBioYYqnPLlEy9SqiNtOKWooiawZHVeHQUZWIxBN44C29NnDy8HJTY7LPGjrxhXvfxpVPfJDiPGhTGpf1tBh1uVxKU7DUYyKCPQkNsj6vRgn8qItUcdyEQ6jM55HHyrqwb+rSZ4m7XUbQoUYJJk1Sao57U08PAEOTIl583/oyU68G43zJOnYrQqTtaumW2+BXHEnNyqIyFDU3GG3tjpqcMJnt90ZNfW8QgTh1gopdY1Bzpt7IWqlNqVTSCTkrQsQuWLMb3dE4Xly7Ry5sxYL5oBEV+I9kRur+t3QRJUTtCZOHYWi5H+FYAhv2GFnrFPt98vyVpSUBL/xetylgKvZJ/536efmZpSmeGjCqKfdjRtLerHbgVzP1o4eUoMzvQSyhydrlnuz31kZ5o4eUSJE1trrUyIQm732inv5bJ05EwOtGQ0cYz63U7w0/+fKhGAjUkXZ2zihDlKTpfi/t9+bAhhrgmDy8XAZArYxTM/XKKFgR1BOiXghxAPjK0WNQU+bD7tZu/HvTPnnNri7zpZwTdoh7ligJ+8J03cou7PetwShW7WjGD55Zg/q2EFYp5SFijaAGldfvboN66FotmfqP97bLc9haUw+Yg6ONXcY9HgAuOHYcHrt8JsZWl+K6M6fKsifA3KNgZFVALyNKuuQ27m3Hu1ub8N62JiNTn0nUVyiiPk2m3rTdw8sxZXg5YgkNCc3crA/Qr+HDK/zQNKPMJV2jVIERaIyYgnuNdt3vk993dW1mtx5W59SrmXq12WRViQ8LZp+CRXNOl8GKtz5ukM49UVImzsvGzrC8533W0InfL/oEgHEfX/JpIxo6Qsq1NFV4u90uGZh5f1sz1u1uTXmOWL963C7MnDTUlEz70mG1afsdFSoFI+oBYM6cOXjssccwb948bNq0CTfccAPq6upw7bXXAtCt85dddpl8/rXXXosdO3Zgzpw52LRpE+bNm4fHH38cP/rRjwZrF/qdmjQ1fpmQ9vt+qKkH7JrdGVdwu6wPYNQ2W2vqUzL1YWMBNUyMcumMmBZW1huouaa+Z+uNrKlXHhMLVX1xqjTKUzL14VhCZnsrSsyZetWWKqhQRNTXZ4zHMeOrMff/6VHFeEJLudgaNWb2i/dfffVI/OL8w3DYaOduE7XOr6fu94CxeNtjY7///aJP8MiSrXhl3V5Txl9d5KoTAdRs/XSb7VXr6r//zBrMee5DfLKvw9Sc6ZsnTsAZh4zApSdNMmyAXRF5nCKxhMx0VZf5TJl6VcBanSPiPBQzZ1XSWSuzQdgZN+xpM82oV/F63Lgk2QNh6/5OpabeJ38ucLlcMsOcrglMJJaQ55No1icW22qHepUqi6gPKHPqVXalEfVqgEvl2tMPQonPjTFDSnDatOG47KSJpsY9q+taEE/OpP3AUjssAjbDKwIZo+2VPRwT9Xop6nKHVvhtG2S1BCOIxRMyMFgWMEprrCJUfB+GVQRw2jS9HlZdGE5WmiBuaRA2xezr6YHUCRt2EzdyRf3epgvyjVMz9Tb2+8Ye7PeaZl5MGvb71FIJTdPkddXb07gWB4h7TyiakPdAu/tRtQwyRZRxUD6lKZX5fpupeaagLPn9sQsYqgvm2Wfo2cXXPtqnNxUTTbMqjbphVTiJ64MR3NSfr9qIgVQRLb4joqeJNVMvSqRERliISLXfh7rP1qx/KBqXfUrGJsVTyNQoz3y8vB63vBaOqymVokkIwnVJy/LMSTWYOalGvu6CY8dixsQaDARimzXN3lkStClLAMyTZgC1OWlypJ1yPfv+WVPTOsFUu7zai0ZmRJPn5iTF/Vfi8+Di4/X7yZPLt0sXWibrveCIMUY22edx4fNJcaxm6v/wxmf454d7cO+izabrdlt3FKFo3JQ5Xqv0iwD0oECzTQ14wOs2NWqz7veWhk4ZPFSDmmccMhLLbjoL/zPrENPrzjhkJNwu/XsgbOF3fOUIfOtzE3B0MmO+aW+7Mgay54DHSGW8nuj1MM4mU69y5qFGbf9RSpZeILL14jwSwb501KiN8pS1rZoYkoFJ5V4sjuvu1m78beVO0z1RHeMpnADlfk/K9UNwUlJof9rQiYSmX1fEd3e4EvjYut/IzC9ITiG4eOZ4HDuhGvGEhhfX7JFJu3QBUlFKsmJbswzyqfQm4VKIFNTeXnzxxZg7dy7uuOMOHHPMMViyZAkWLlyIiRP1uqm9e/eaZtZPnjwZCxcuxOLFi3HMMcfgl7/8Jf74xz/ia1/72mDtQr9TLTO7Wdrvk2unvrDf23XQT2l2p1gF02VGxeN2NfWhaBzvbmlCLJ4wMvV+rymzFlIEV4kU4bnY7/W/XaZMvZgxa274pIp6IY5cLj2bp2bqA15Piv2+QskWHzluCF647hScfvAIKdCaLDZecdNIV397wuShuPKUyVlZedWOvI4b5bWq9nt9G0W2qaEjJI9Pic9jWtiooloVMtNHpYp6kbnd1RKUQm5Pa7fpMxadpaeOrFBq+6Km7uKifrGmzJypN9nvLUJBdKv9YHtzilvCboxTtogF0vpdbTKabmfZEwKwrjkov99VabIqRrd3+3NbHfsj3rfJYr9Xz0cgNVNfmi5T35zGfp8mG/fVY8di0x1fxvKbv4Cnrj4R02orlcZkUVPX//nLt5lea9TTZ16Mqh3wg5EY/vzeDnluqJlWsTAfWuZPab4oxiA1ByPKdcc4DtZFvfg+jKgI4Nwj9QkV0xUniknU9zZTX25e7A3PsPjLBvX8TtdjQ2S49rWFLKJef61qD7dm6gHzZyCuPZF4wtShGzCXxdhNTskGEcBT3WA9Zer3d4aN5pylXqVRnvl7lmkhKhD2e3FsxPfeumA+dFQlqkq8iCc0fNbQKUXtiMoAjk+K2ZVKtlyIIOEEEQJJlAmI89oaXBbXE0OIm0dMCouwEPPieR/v7ZDvZ11DqFl/8Rn7PC6MqDC631ut5yrC4TK2plS6sZq6Itjd2o39HWG4XcBho4fg5IP0oFmZ3zNgWXpAlFjo/7YbaydG8qb0pbB2v7fU1Itzbsrwcnzl6PQd/EdXl8jv5CHK1Bhr+Y31Gvmtz02A26WXLPzPcx8CMJokZkJ93omTh8nzRq2pFyPvXly7R5ZWCbbs75T3YsA4fwStwUjKFBJA73Rvt54R5+Fn+ztN9vtMjB9ahscun4lHL5spz9szDx2JX331SMw6XC9tWVNnlLY4zdRv2d+JeEKD3+PO6Jj6giLqjxxbnfLzQ2rNn0mmTL2wx1vt92piyBhplzrd5vpn1+DGv6+TkwISCaXBbYkP00dX4bRpw3FVcnqAHSMrSzBNCTAdNELp9ZA8LzfsabMNgn3+4BFyPPcr6/dmdD2dmBT1q+tapCvleCXAV2yZ+EwUXCHB7NmzMXv2bNufzZ8/P+Wx008/HatXr+7nrcofrLWoTjHs970X9XZvYbXQi/o6tyt9IEGIemvfjmhcwx/f+BQPLt6C33ztKCNTb7XfKxHygM8DhGKyVjO7RnmiuaLxmDr6zVRTr9jvxftWBPSmYJky9dYshWB4hT62o7EzgqlKw9Z9bWL0UfZNtdJh9AqIm2ZN2yEulmqX9abOMKLxhLRctXRFjK7SPkumXll0iEx9dZlPNqtRETecVUpDqNZg1GS/VxER9eZgxNQdWf68zG+qDVPt91ZL75cOG4V3Pm1EW3cUG/e2S+shAHRHzLNQc2FabQX8HrfMYJX5PaabrWDMkFIEvG6EYwmZqbPWxMr9kVlpexdKY4fRTEgs/mRNvdIHQiXVfu9GImE855DaSmze1yFnlVszS+kcAEBq41Jpv++OYJsiLF77aB92t3ZL8eOknl4ggmMdoSieX70bP39hAz7a04a7LjzKNghqLdGoKtEty42dETR2RKRdVh3TYxWq+5UxRKdMHY6lPz7TZB9V53iLTPFBI3MV9f2XqS81ZertrwdGz4Woce3wpPYOAfReFCmivisCjNCvt6YAQCyBCuVciikur1z6WKiI0i9VjNll6kVNvdoEUrei6q9rDkZMTXtDDh08qruk1OfBn64+AZc+9j5OnGLu+eNyuXDoqCqs2N6MD7Y1S6fbsAq/zFCv3N4it0E0wpo8rBxr6lplVrTZkqkX+xFOBgmk/V7JfKr79Umyt4RYsAvBLj5vu+CmmvUX21FT5pfHJhQ1xmnaOX8uOn48GjvDmHXYKAwt88Pj1kcnihnTB9dWotTvwX/NHIflWxpx0czxtjPE+wuXy4Vyvxed4ZievLCU8afvfm9ulGd93leOHoNP9nXgGydM6PE893nc+P1Fx6CtOyonUACp5TfWPj3jasow67BRePWjeiQ0fYb9j892Fgw5XMnUC+s9YJxXmxS7fDiWkEH+cr8HXZG4dMwJRKCu1OdBdzSu2+9t+gilS2AIa3ddU1AePyeiHgDOOtS+J5cYq/t+0kXjtzgN7RDlIWLNOqa6JGPz6ZmThqIioJ8/R45LDaqo433V35EO1aWYOtoygooSr1w3qff0IZbpNqJfRWckJksjKpP3wKeuPrHHbQCAkw8apjQ/TnWQiKy6uD581tCJoeV+HDFmiFxfb2/qMtZ4aZx4B42owLByP5q6IvL3fefzB+GD7SsBHHiivqAy9SQzNTlm6uNC1PfBGWEn0q0ROWPOcPpfmDI2Kfm20XhCNuP6tKHDlDEbJjP1YZM1W1hwhADPZk693bg/+X4WG2l7KCYXdG3d5josc6bepqY+jZVJiF9rB/x9loZKfYFfLnLj8kKeqaZerYVLaHrUXWTaWoJRi/3e2Ec1s3h0cozLzIlDbSPxYhyeauNrCRqBG+viWZahdEVSxtMAevBALEDcLrNFy5r9G19TKu1kovu8wKnNtid8HjcOHmXc9MZUl9oeA7eSVRekE/Uic5Lu3BaZvuEVAXkcMtXUW10BJV6PbOYEAKdOGw6/x414QjM1TxSky9TbodYwi0x9ZTJT+dS7O+Tz6jKMYVJRM/Vibra4jtgFQYeW+1M6/Q5X7L9B5TiV+I2a+o5QFG9tbkAsbgRfRAZn/NAy0zVv0vD/396Zx7dV3Wn/udolW5b3LbazkJ1sJCELUAhbCCXslLUpKZQppdC9pUyZAd6+bSndpgPTljJTYDqdMtMWOtD2DUMLtAWSsiQhrAFCCGRxFsf7Klv3/ePqHJ17pSvJ9pVs2c/388kntnR9da+OdM75bc8vJO+zs28QLi27rINUWI14JyP16vfWzslXomgWpEq/VzGE8swR+KOKEaBiLWlQ9VhGq37vjf+9cGS5XVrKNcmaARf2e+B2adJwGBiMmbK/7JyNVtSSqyWNpTimqhjP3HwafnDZkqRjxRzxTFzzoTTkhd/jxoIpEfg8LrR0D0gxsk5LpL6zfxD9g0PScWd1VgnEfDK1IgS3S0NX/6DMNhElMECi7ZbxHUnMC6nuV0b9D3XJ1pfTKovknGuK1KeYG85bXI9NnzsZM6uL4XJp0gkp+nOvijtAqsMB/OITq3D+kilJ58g1wtizZhUCymchSf3enKXRZ1lLSkM+/N8LFpoMaDvOWVQny7MEVqN+Wop55R/PnY+rVjbhwWtW4F+uXGpy9qSjPK4CX+z34Kx4RNt43PgsbHu/DYA5EDKlNIjZUhQ2ntlh+a4JA09Nv1cN+VT19OIYod0gov6jdWrOjZcBCsd4eciXMeuxvMhn0qVKV08v8Hlc+MaFC3D16qk4eVZV0vNq9kWJpYuS3TUAxnreoQSWACPooursqGuxtaxh58FO6Louz6G2Yc6GE5T2i2qLVrGfFY6cmVXFuHq1kW29dn4NXC5Nvm9tPVEpvmxtdynQtEQ3B8AY99PmVksnxUi6EhUyk+tuJwGlSvrTcBCbmpB39MkbqaL91h6uIv3erp4eSDauRGpedCixgTrc2a9EOD3SUDTU7xPRAxlZl5H67NPvgVSRerWlXeronDXVMWBJYbVraWelXHFUqGRKvx8J4ppUYzCT+r2VF95LpIG29iTKIPwe+/T7VTPK8d+fXI3vXLIo5TlFBGlnc8LD39oTtU1/Vw1Va6Q+GC8DEKmzqnAbkJx+X18alEJVj7283ySG1OtA+j1grlG01tOrJBv1dun3iR7rgGFQq8JEhxWjXmx+xJwhBe0s504llKemy86rK5GLcSqxvK6+RHvHTIh5rH8wJtPSP3v6LADAL7bskY6a9+P9l4cbqRefCVHukKpbSHmROZtDNepbus3zjhj/3ugQvvP4Tnz8/hfw8NZ9CaPexsAO+TymzJSm8pCtEy0TkaDXtKGsLMpR+r3NnC0+c139g/J7kcp5CRjzcJ/FWBefP6tRb51f1Uj96NXvzR1W7OY664ZXzEeqXouphMPGkLMSUuZ8kTJqF9mbEy9LEtoewlHk97hlG6wX43OviNA1lAWl46O1O5qoDVZFQk1tKxPCWeI7tSse/Xp9fwc6+wYR9nuwIK4DotbM291vIlLfjafeNNKwT51TLT9TA4MxWSZUbJOtpiK+S/vb++B2abg2TRpwvpBieSl61Yvvgr36vfF5z1TuNlzUTDhNS+34rC8N4hsXLjQJxmXLf3xiJZ780imm9UrM28Jg+/CCOrn/OX5amawHf/2AEaWdZxHFnSWN+oT6/coZCYOtxsaoVz+H4rVTtf8bDvWRgOm7kaqW34rbpZleN1UZXSrOXzIFd5y/IKVDcXZNWO49swngiL1Pu9LpQi2xUzNI1dcT2ZKXLGuA26WhvTeKgx39JlHe4bBqeoW87lSResEx1UX46Kqp+M9PrMSt6+fLaxPv9zvxFprp5tKVilG/YEoEbpeGVfHPTTb7jYkEjfoJhphAO/sGk2oR0yE24ZnamWRDqk2JXfp9uppI64ZNfKmjQ7rc6B22RMyEJ/e9lh5TD3NrpN4slBdN2887VaTelH6fVEdrGAxt8ckzEl/o1MXaPwyjvkJGB62R+nj6vYOphr74fam12HabDDuvrZoif7R7IKVQnselmRYJ4W21ixQIg1ItxWjrGbA1qsX34P2jPTKTQtyHeE68ltUwVtPvNc1YSA2VVBfea+nBq/sSjoW+LDfvmTi2PpF2N6XUfjxVoz6Qoi2iQI1KA8AlP34Op333aSnEZ4rUK+l6QMLBZ/08pkq/Vzeqc2rCsm92qrZ2si4vi0h9kc8tjZHBmA6vW8PHVk/DwikRdPYP4vbHXkMspuO9I9mn38uShN5BWboi3gdh1KuOJmukvrrELzfKRzqVmnp/oqa+b2BI9vHe8m5LRqMeMI/pSOvpAWPeVY21ynCO0u9thIfU75FInU0fqTfPm0fjTtB+y+PWLC+xrmlpSreyRawxso2jnVEfNL+X4rOkaVoiO05pa9dnY8hZUaNPy6eVpznS+H6p16pujsXfirm3QxHzE/Pcka5++R03lR4p46aW/ah1yoDRAx4wtFpMxoBpTkq+3yYl6v/neB/qU+dWmY4VUdlUkXorVcp9n7uoLqssnVwje9Wni9TbCOX1WyL1fofShdXPR11JwPE05GK/R7YYFJRbas6XTS3DDWtmAgDOXVwvjVKRfl9fGjRdpxBtHYzpcg1Ro7B1aYxaq8Botun3dhglLwmnQ7bnqzIZ9aP/bAZ9bkyNf8arU5QmWim1rNM+twv1pYkON4m5wfxdu+m0mXjo71bhrosXyayOnQc7Tcr3wyES8uLsBbUoC3mxXBGtTDLq4/X2J8ysNO05xF7irbiOR7q5dMX0RLmSEBv84to5uHr1VFwwBpk7YwmN+gmGuvHOtlUbMLw01kxk06d+QBr16WvFVELSqE+I41kj9cfGBVx2HU6ICQV9yZF6dfEdiunyHKkQ9r56W8JJ0D84JDMCBKIPq0jpFZOs3xqpt2yO7TyKlTLqnDpSn6oGfaTISH1fYpNrl3Jm3aQIz6oq2NTaPSA36WpNfVlR5lQ2FatBCRiRervURmHcCFXfSNAra+HFJldsRq2OLPVzV1nsh89j9GM/PV5799iO/QCM2l+nIvXHKnX6ajs7K6oBmG6RFZvzjj4jm+HN5k509A3i3/5qCM2JmvrKsC9R3iHS7wfEIm5Vvzf/brS0Mx5zaYY2gGivtPdocqS+cxjp95qmmSIjUyuK4PO4cOfFC+F2afjDK8348D//FfvaeuFxaZiRhWK8Kh4oygOOdhuKwCLKeqKSMmitqbem33enqKnvjQ5JZ9v2vW2KSnl2jpqZI6ynV6851c+jRd1Q2UXqfR6XfB/E3OtzJ89zQOqaejFf9kczpd8bE7LXgVox4VQW6d/2DkyzA03tBCHVppVIvZ3iuRX1+yN6O9sxx9JzXXUUiU2zSI+X0bWgVylJG5Cfc9VZpX4f1TlFpMyKSP3meG3xaqW3t3Fc4jObSmlajfoPxXTURwKYUxM2vTfCYZ1KKM+K+l26Pt4VYKwR49idSijPpiY415H6gNctHajWevpcYRWSWzAlgutOnoHX/89ZOH1ejYzUi/1FRbHP5MRuKg8lOTtWKM6u2jRro+oQ9bq1YUeWUzFXEe3NJJInUL+X2aTfZ4NIwU+3jgg8bpfp3kuCXhkYaunqV0TyzPuHkM+DVTMq4HJp8r53NnfYOgGy4Z4rluKlW880ZS+UBr0mZ6ydI7sh7hARwrvputsIIVEg0W5xdk0Yd5y/wNRFZDJAo36CoX6hh1NX/8EwBKcykTL93qalXTqj3rp5FIvi4JAuDenDnf2miFl1OIC6SAC6njBS1Jp6YWBaW+ylq6uPpRHK64smWr+JzZOoQWyTqY4ipVEVynOb0lJdmr1hmJiQzS2hxPmdTL8XC6qI1PvTjE/QZ35ObDpFrT9gtLESYx1Q0u+HW++WKvWtrWfAVpBKGDTCeKstCciUUbE4z6oJ45EbTsA9Vy41/a264NQrWRDnLjbUyx/dvh+f/sVWLLrjf/FfL3xg3Nsojfp5tSXSGZYu/V5t/ZdukVUNWLU10H8+/z7aegYS6tlKpL69N4rBoZg0CKwb7FTp99OrilBT4sdpc6sR8LqlgyRlpD6NUF4q1NcThu+x9RFc96EZAIA3mzsR8rnx7YsXZdWTPeHoGJTZNEMx3cj2ic8Hou2c162h2O8xqd/XhP2JdjxdiXmnWGlp1zMwJJ1t7x7uxrtHDIMoXaRebTU1mkg9kPjclwQ8I07jT0U26vdAwhF0xBSpT76O3gGzFglgX1NvnatFpH60PeqB7CP1akQeMOtLiPe8LUUHhUyRemFQz6sryRgJi4S8prle/UyJ9m3vHOoyCWSVBD2JNq+KUa86fMzp98mR+l2HuxEdiuGFeJ/sJKNeTb+3mQfVY9bMrYamaXC7NLnGi/kom0i9iOCdNrfaZHSNJWIcrV1+gDTp90L9figGXdeTauqdQOhqCO2OXGNt+SbS64VBZjVKK4v9pvWuusSfFGmeXlkknQENaYxk1blUPsyggR1qPXumdnYCk1GfZfp9JkQk2iqaZ4f6/S4JeuR+q6VrINHOLkWgRCDue2dzl2xXORLj2OXSkjJ3XYoWCQBbh7zVIZJuLnW5NNx27rG4bHkjTp1TbXvcZGByFRtMEsqKfOjoGxyWAr6M1GfZpzQdqYz6Xkta2mA26fcea019IlIvFsDWnqg0bsXCsXBKxCTUlammHjAMGjtjSk+Zfp9wEohraSwPoaV7QEm/N95/kX6vLtZ+jznyU2Sp61axRlKBRDaA3+NKGcUeKX5p1McjV2l6fFo3cHNqw/jbbnMvd1XFWo3UDzeKmDpSrwjlJWUNmM9fEwngpFlVeHDzHsxWIl7HNSX3MlYjgKqa8Jo51Sj2e9Dc0Yffv3IAAPB6PBPA6uAYLkGfG/PrS/Dqvo606uczso3UKzX1qlHfMzCEf/rj23gzrk1QWexHacgnW7W19kQTgnYW49v6egGvC8V+D565+TSZKi8i9R+09iAW09E/GJMOl+Gm8Rlj2J103587YxbeOtgJlwb84/pj0ZSlsJx43T0t3dLRBBiGEGA41k6bW40inxtzasPxbAFzpF5kG7R0DciU7JAvkbFgOBkTc4swbtMa9Wr6ffXoImpirsjGyTEcsulTDxgbxUOd/VKzwT79PqYYMS70RWNKTf2Q5djUDuHRiuQBCceAyE5Jd2+lQZ90WKpZK2pvboHdvGRl2bQyFPncsoVTJubUhqXTSP1MlRX5cExVEXYd7sZLe1rlxj0c8EqdmZbuAXmN5pp6Nf0+8bOqSr1jbzu6B4ZQGvImtRxV055tjfrqIvzxDePn05RNd8DrwsBQon2qXQcYlQ2rp8Lt1nDp8saMx+aL9EJ5xmPW90ZdW9X3wKlIPWA4z3cf6UZTeX4i9cV+DzwuDYMxHdMri5Lm+ipLVmFlsR9dpYn3rKrYj9KQVwZGSkNeeNwufPcji/Fmc4epTM2K6jiytvccKWrN/0gi9emcEMPh6tVTsXxqWdr7Vykr8knRzIglWyfRc95+HRZ7pJ0HO7D9AyP7RxVEHC0VRT4c7uxHTYnfdj9gfe8yOUgvXtaAi5dlN49OZGjUT0BKQz7saekZVqT+/fgEkO0GOR3qXisc8KCzbzApUj+S9Hu1pl6t0d8Tv3Zh9C9uLMX/vn7Q9HdJNfWWxTddqULKlnayT31Mqjg3lYew/YM2Jf3eOKdMvzdF6s2b3XQpyVLNVBE6S6Tep+7bOlL8SsTRuGb7iVR1UnhcmsnwSoXP7YxRH/Z70Nk/iNbuKHps0t+t568t8eOMedV44vMnm4yoVKgRwDolNTDgdeOKFY2476+7cdrcaqydX4O7n3wH+9p6Tcb/SPnny4/Dm82dWNxgr3ZcFlebbuuJ2irfA2b1e+EMcmmGJsEDz70nj5teWQS3S0Np0IvWnihaewakoJ219t3t0uR7DyTGX/2eNsYX4jcPdOKkbz+J7oEh/Pr61ZhVE5bOrmxq6gFzbeB0S93uzzYen9U5VMT7JWreBcKoLw35UFnsxzM3nybnGvVzVF0SQCA+Txzp6pf6HUV+j3TqvNdi7ust/zaNUa9+b2ZUOhOpd9qoVzNh0kXqhTOpRabfu1Mb9YOJSH19aRDvHu62V7+31tTHMq8d2SIceKKUIp1wa0SJ1KvzkYjgtXYnR+ozGfVLm8rwyu1nZWx7JZhTG5Z16VWWMV7cWIpdh7ux9f1Wub6WBBJRuiNd/YnsMVNNvU2kPv5ZbO7ow3cf3wnAEL+yXmtjeQhet4bokC67QFiZGTe4fB4XTpiZiPQHvG5T283sOmP4ZJ32eKEoTfq9vfq9YtQPxnISqT9pViV27GvHSUpZUS7RNA1lcYMtlQFqnQcri/0mx39V2G9ypIr57OTZVTg5g5jf1IqQXOOcauepBgCyNurj30tNg2OtFT1uFxY3lmZ9vLm7hVfRZeqXe91UbXMFIiPgtf0d0HXje3vWsalb/42EqrAfbzZ3ps1Ma7AEGO1a2hEzfJcmIGIznK0CfntPVC6sTkTq1fTlmpIAOvu6kusis0i/T1dTr55vf1z8SygJL5xiNooCKSL1YhMnokTpjPqULe1E+r0SqRelC9b0+9IU6vdWVeh0aYcJxe3EeB7MgfI9kLypTRc1UO+nrMiXlJ4leq8ChtHvcbuwZk41Hn15/7DbDqmb6KVTy/Dntw7jUGefzKJIrqk3e39r486PWTWZ09dUo95a3/7Vs+fhU2tmys3GeUvq8eJ7rSaF3pEyo6rYlF5vx/RKo/d0Ok+7qn4vDKwV08vR2h3FzoOd+NCsSlx70nS5USgr8qG1J4qWrgH53UiVJl8S9CYZ9SpiIe7sH5THffFXL+OaE6djy7tHoWnAwjROCxXViLKq/o8EWZJg2XgnjHqzgKL6GGBsSNV04YSWh9uUfm8l5HOn/X5PryzCqhnlqCjyZ91Syg4RoVKVr50gaJm77BDvsSn9PsXnxHCGGu9VfcQw6oUTOlNNvVC/dyb9Pt7Srj9zZpLqZFK/e1JoUnGiZ+qtrJKtQQ+Y6+qt2R/z60rwMPbJbCmXZhibIr312XeOJNLvM6jfA8b378z5NXji9YOynl41yAVetwtTK4rwzqEuWyfGSbMqURryYv2iOlNtrHXeTlc3O56R6veWz2ospktD3+rMtBr1uYjUf+6M2bhhzcy0jjinKQt5cbizX9Y2q1jT76sUMU8xT6rfs+EY50b5Vwh7Wnoc0xMJB7xoKAtib2tv1un3QsyuJhxwxPE4EkxGvTVS35s5Ut9YHpJ7Y8DIrhmuUF46xPWkN+rNey+7lnbEDGvqJyDCoMk2/V6k3leF/aNW8QbMxq8QcUtSv48vYN40i43VwCySNfUxUz2mMOzEl36RxWhIXVNvXI8w2tJG6pGsjG+K1NsZ9ZY+9dZIvS/LSH2FrNmMyq4BuVC+B5I3tek2A+oGrjzkM3nhK4p8pnoyce8LpkTwv58/BWfOH57XVzXqhRqumkJtNTBLAub2XsOpBzOl31uU6N2WerCQz4OTZ1c5Wr+cCRHNTedpV9XvRQS0OhzArz+1GltuOR0/v3Yl1ihpsGpbu840PaPVcUjV/7Wy2Ie5tWGE/R587oxZiAS92LG3HZ//7+0AgBtPnYl5ddmlEKqK49OzEMLLhJ0Gwdtxdd1UkZiA140rVzbhnIV1aCgLSkX5lq4B7G8znIlFilCeQDWU0qXeA0YU5qG/W41/uWpp2uOy4aSZlQgHPDh1rrN1hR63S87HaSP18c9Hu9Lb2Fb9Pj5viowHu/R7a6Q+mkWWV7YIFfeBLAwq1cGTSSgvEal3doul1vhaP1fie7VjbxsAY01xuTR8eGEd3C4NO/a2Swd1qZ1Rbylz+vFVS/GtixaiKuxHOODB6fNSz9siBd/OqK+LBLH9H9fi6+cvMD0esMyb2UTqxyOibKDH4jBs7RmQ77nVYedyadKpZHTRMT6DTqvU59OgBwzdEwApswMqinymoE9lsR9za42WbaKdnfo9G65xLoxEJ52alyxrQHXYj+VTs3PcL5pSamSkHJPsAMsXaneLSNCT0GUy6W3YG+lul2bKUjhvSb2j13fq3GqUBDxYmyb6b62pd8I2mQwU5gxK0iIW7FS9l1PxvoMieYA58iA8s1YPtkyhTBOlsNbbiy91b3RIpheqCC9/aciHpvIQ3j/aA3d84VSF7WKxhGp5XWkA7x7pziCUF7+vFC3tuvoH5fOic4DooS3e/0iqSL07+/T70pBPppW19gygOhxAsxSAczbNNilSn2aDoU6yZUVekxe+qSJkbuE3yo2KGrVd2lQm3w/A+JxYN/iivZfIbhhORoPLpcnzO5FW7zQnzqzAb7buxaKGUttjVPX7FtnGyodwwJvS4y4Mk5buAXT1J/rY2p3X69ZS9tTVNA2P3ngSAGMzOb2yCJ99aDt0HVjaVCp7zWeDcE4W+z1JqcYjwS7SsOtwt+n1rHzzwoXyZ7HJHIzpeGlPK9wuDUuaSmHtiHny7CpserUZQzHdkWvPlhXTy7HjtrWOluQIgj43BnpjaQ1fq+PE2rqzJOBBR98g+qJDMiIvjHoh1JipT302WV7ZYl1jfOlq6k0prYn7TCmUp3RkcZKZ1cXweVwYHIrJ900gjHrx/ohNe2WxH2tmV+FP8R7xxX6PydBTvxfWkh6P24UrVjThkmUN6B+M2a5TixpK8fhrBzOmG1s/l2q6vktLrZ5fCIhx7rII5bVIDQNvys+rz+1CdGgoHqkXJW+F+R4I7rpkEb501pyUInEul4bK4oQ2RUWxH8V+Dx654UT5eS4zpd8Pb+5cMb0cT755CPOzdBxnw+fOmI3Pnj4r6zm1qSKErf9w5phGllUHUknAK+eo1p4BmVGUSYtpdk0YO/a2o8jnxmkOO4nPXzIF5y2uT/uelgS8cr0ACjeLJ9/wXZqApEoHTIfoUe+YUW+KkBqTcnJLu5Gn3wsRICuqyM6ihgjeP9qDkNcNTdMSkfVBoz+y2ITXliRH6geHYjjc1S8NupQ19fGFV/07Ea1o6TYE3NLV1Pu97qyNerdioLZ0GUb9wXg2QI3D6ffWTVU69XvVSVFe5DNFjqaWh0yOl9FuVMJ+D0pDXvQMDGFeXRilIZ+MQNtFNkpD3oRRP8yMhspiP452D8h+reOJi5Y24NQ51WlTtU2R+ngqdLpURiESuedIt1SpT1WzLzYC1gibimownLe4Hi+8dxR/e/cofnj5cSkdAXaIiM30yiJHjNRUBmf/YEy2nYsEM0d3/B63aaNxx3nHYnZNWGqSCKZVhDCnJozXD3Rk1VvYSXJh0ANGFLa9N5o2K8XqOPG5zWVGlcV+w6hXaohFtpGuG/NpUk39wBDae6P45z+9jYuWTkmo3zsglGddY9LNU+omWI1yic/pUaVPvVjv7GrMR0rA68a9H12G7oHBJDHQ8iIfakr8CTE/ZSwuXtYgjXprGrH4nntcmm2k3et2pV2rrzlxOmZVF+OkWcOr3VazfdKJxY53ikWk3pKRKFT9K2wcez6PC90DRpCiP0eR+nzjdbvSqr5XhwM42NGPgNclDd8lSr246sAfbm38331oBs5eUOvYXlYw3M/lWGecqOU1kaAXZSGvFMN9+6CRmZapRd3x08rw65f24tzF9Tn5TGbznjaUhaQYMdPvs4NG/QRELNrDTb93okc9ALiVL6uIkI4k/V59TtMSi51IH7KievIWNUTwux0H5KZKjdR3K950NUokuOXhV/Crl/bisRtPwsKGSEr1e3Et4u80zUiHFBv+d490yTpN4WRRJ0af2wWP2yUjwpla+VQUJ4x6ADjYnhDKcxKf216h14q6ASwN+RD0uaWQWlN5CEcUDYDRLgqapuGX161C/2AMpSFDLE4Y9XaqqOVFPhmFHe779MDHV6CzL2q7GRtrMtVei416V3+ifVu6exEqv280dyRq6tOk32ebeaFpGv7vBQszH5iCZVPLUez3OCbQYzU459aG8fLedvm7XaTeithobDxhGj66aioAIGDpflBbEsDixlLDqM+it3AhIL5n6dPvk3txq3NIZbEf7x7pxlBMl2UexX4PIkEv2nsNocb+aHL6/e93HMC/PbMbzR19UvV8OA4iO6znSHdvpRla2qlCeULAM5SDzXC60op5dSU42GEI6aljcVo83bWjb9C04QcS34twYORGddDnxtoRqGOr2V5jbQiNhkSk3mrUp3eoGvuSKPqU7MNCj9RnQpTpVRb7U37e1LKr4abRu1waplaMvlSr0Cm11NR73C7Mqy3B6wc68FZcKDZd+j0AXLKsEdUlAayaPnZlBA1lQaXDEI36bCjcWZTYUhpKpNpkwweynZ0zqcbqRC02tFYBKVEX6UsjdqSmgquRAjujXo3UL423KrP2iO8fHJIOhpDPLTdqqlH/arwv5xsHOgyjHmki9fFofMBjZAQ0VYTw6r4OvLovYSyUpIzUu+KPudEbHZKefjsqivwAutDSbXj+hfq9U+qq1uuSv6erqVcmWbFRrCrxo/PwIJoqimR6fKbzZItai10e8uHdeLszu+iS+B543dqwPf7zs2wdM15Ro+zCaZeuPlH0e96xt11uLlM5moQxM9oWftkwv74EL9+21lSDORoCXpdU6TbOHzEb9Vl+Ru68eCF27G3H5ccnWmpZP4PVJQGsPqYCXf2DuHJlkwNXP/YEpYM0Xfq9JVJvSb9XN+nC6ez3uFFe5EN7bxRHu6NJpVW90SGZTdERT9EH0rdDzRbr+pO2pj5ojn4JypT1Vtd1aJqGPhvF81wzr64ET+80jHrViRXwunHu4nr84m/vJ0X459WFccIxFVg+Nbm9Z65RM34ytawaz4i50rrPESKllTa6GsKJ1KV0ACj0SH0mROaSXYeOslHU1BMD9X0Tc9UPL1+Ci378nGwtm04oDzAyRMe657taV8/0++zguzQBSQjlGQanruv4z+ffx3+98AEuOm4KNqyeZtooO11TrwY/EkJ5wxc7UjdtPsWo7+xLTr/XNPMGYdnUMnz9ggWYH49AioWyLxqT1xLyuZOEnYBExEU4ReLl/yZnhTB+xd+JtPXGMsOo3xE3FkoCHvleWyP14jy90aGUSuMqYjN8pMvYOMqWdg5HAZPV79PU1FvU7wFg7fxa/OrFD7D6mArTe+p09EHdmNptgoSjoTocGJbC9ETA73HL9PIPjhqCbumiHrNrwnBp5u9Wukh9uvR7J3HKoAeM7284kMjwWDDF7LgpzTJSv6ihNEnPwGrU15YEMLM6jLuvOG7kFzzOEPeYru2bNfrjc5sFQcuKfDINVKxPAa9LSWEfSFK/74sOoQ0D8mdH+9S7sp/vzEJ5yTX1/YMx3PfXdxEJevHOYSMalm0bLKdQHZ/WTfv1pxyD3Ue6ZXaJwO9x4z+vW5WX67MyUSL1IqBgbWkn0u8rbYxT8d1QAxUTPVJfFd+z2Bn15vT78ZkpN95RhfLEPDCrJoyffHQZrv7Z8xiM6XJvPp5R29oVstMvnxTuLEpsUSMHrd0D+NKvXpb1dDv2tuPXW/fikycfg9PnVcPndmFfq7Hpd6JHPWBVvzen30eHYvC4EtGydCmUqsHvcSeUYlOJ2oW8bpPhpmkaNiibl9SReo80UoQBquu63PQLTQIRcFa3kGLzlzDqjd+FY+SVeKRejf6pUXDxs9ggZ0y/ly1JjD6jQq3Z6Xrd4UTq1fp7sYh89ey5uHndHGiaZlpYnFaHV735dtEw8d7nu6Z5vBAOeNHf1S8jn+myFYI+N6ZVFuHdeLlCyOdOaVCnEn0sJMIBT8Korzd3yRiNASbU4cV77XQGzXggmEX6vVWHwWdp3Rn2exCIZye1KXOnmIc7+lLX1Atl8J6BISmy6kz6ffaRerua+iK/Bx9bPRX/vnkPvvmHN+XjlyxrkGUt+WK+8nrWUojG8tCYGe92qGtIpjVwPCPmDmHEC0S5nJ0BK9Z/oRMkWr9OZE44pgL3/nkXPmSjv6BmxDBSPzLKQqmzik6cWYn/vG4V9rR0Z9U+d6wRbe1c2sR3djlF4c6ixJZSJVJ/629fxZ/ePASfx4WPLGvAYy/vx6v7OnDTL7ch6HXjuKZSDMZ0+Nwux6K+LhmZdslNXnRIx762Xnz4h3/FWcfWyNYj6VIovbbp9/GewvFIJJB5Q6BG6kXNcMjnTjLqhWgNkEgPjcWL6lUbR2xGhIq+OL/QJXgjXgdUamoBpkbq46ms8fNYe9hakS1JugZklL4s5HW+/c0wakxNfeqVRURkNKjR9HS1+SNBdZbYeXAr45Fpa6/5yUJJwGPaZGaKesyrLZFGvV3UTHxfCrW+TcxHIZ8b0yy1l9lG6u0IeA2j3qUNX+CpEBAtRdPNOZnS74v8HgTi2UnCMRnwuhN9vvsHpQq40BtRj+2NDsk+9c6k32fvxBSZLh6XhmJLKugd5x2LWTVhfP2x1zEwFMNNp83EF86cnXfht2kVRXJddLKvdK5QP0uFbNQLodEjXQPoHxySjixZU59GKA9IROong+GyakYFXr3jLNssTVXI0cnWdJOJSDAhjGd17q2YXi7bAo93GuOR+kIW0cw3hTuLEluEMdU/GMOm15oBAL+8biWWTS3H586Yjfuf3Y3HduzHB0d78dyuFgBAY3nQsRRlcZpwwGuqg3nm7cNo743i2XdaZEQ7XSqnalAawnLmSH1jeQjvHDLSHDNtCMyR+iH5NzJCFD+nKnYk0u91adQnt7Sznl/cl8hEiJjSxM196tXzZCOUBxiRgOYcieQBRvTL7dIwFC+IT7fJ8HtccuFI5VFXBZmcT79XIvU2Rsa5i+vx+oEOfGz1NEdfu1AIKw4lj0tL29ceMITjfv/KAQD2Rv0ps6uwZk4VPrKsMeXz4x1hdNaWBFAS9Jhq7EebKh3yGUJkVWH/hIy2XbaiER190bTtjSKphPI8ZsPNMOQS2VYBr0sayYZRH4ufy4vWnih6ozE5P/cODMnSLWvq/EgYjlBeXSSIT605BhVFvqS1UmSGnTSzEi1d/Vg+bWw2zR63C3NqjVZUmdStxwOqUV/I6fdlIa90pjS390mxNpl+b2OcJox6I1BRqBlQwyVd2WV5kQ+RoBcujZH6keJxu7Bh1VTsb+uVhnEhMrc2jCtXNskgIMlM4c6ixJYin1tuVodiOpY0lmLZVGOTURX24yvr5uLLZ83Ba/s7sHlXC17e24bzFtc79vpC/T4c74frcWkYjOl4O6662dYzkGVLO830szh2MG5wVhT5sN/nRs/AUMZ6G3NNfUIoT43U67ouW6ABSvp9PP8+lVCe9fxWXQI1TVzd3PqlUZ9d+v3UcmOT8MaBThzqyE07O4HP7UJvLN4zN80mQ9M01IQDpvZ/KuqC7Hz6feaa+pqSAL5/6RJHX7eQsPbSzuTpnqvU49ppPJSGfHjg4yucucAxQETqa0oC0DQNFUV+mfky2ki9yF6ozdH3cqw5dU51RuEka3TY7zar34elUZ8g4HHLz1tXfyIqXxryobUnir54SzsgHqmPORept54jk/Px5nVz0z4/vbII0yvHVn37nIV1ePtgF5aNgfDdcFEdsoVcM6tpGupLg9h9pBv72xJGvRC2tYvUi89bh6WMbzLj97jx2I0nQdPS7w9Jev7P+QvG+hJGjcul4ZsXjqx7zmSFRv0ERNM0lIZ8UjH4suOTo2qapmHBlAgWTIkkPefE6wOJDXTQ50Zn36AUD+oeGEJv3LC21jSqmGvqXUkbsJDPjaqwH3taemRqqB2JSH0M3QPJ6ffRIR290SFTpD6Rfm++LyB58RVR+PrSoEwbBSzp9yki9R9Z1gCPez9WZkiHOq6pFG6Xhn1tvdj6fiuA3BkPQrwPyLzJvf/jx6O1e8DUo15gpyfgBKqzpJA3g7kkbDHqMzG3NlGPW8hRs3QIo1PUvFeGfUo5y+iiQmJOqJ6gRn02ZJN+n8ohKpyaXf1R6UQVc3NvdEhmTfUODCl96kc/p1iNhnSR+kLhk6ccg2tPml4Q2SLqmljoc05dJIDdR7pxoL1XPnakU9TU27W0M4v/Tob0+2xwSt+JkMkGZ5AJijB6gl431i+qy+trC4EtEX0RBreI1AOQDod06fd2NfWCoM+NqrgHPJShJZzYcPcPDqEnrlBb5PMg5HNLFWWjpVKKSL1oaaeczy5S7/O4TFHrSCh1tFr8/cYTp+N/Pn1iUpshK0V+j3TA/L9XjZKKmhyJcZla72XYZMyrK8EJM1ML3hT53AmVf4cj9er7ZZd+P9lRDaxsahMbyoJyY13oG2w7hOLv1PimUegMBLyuUUfJgnEDZaJG6rNBtA0UGF0Y1PR7d9L7HPS6ZUvP7v4hmX4vMie6BwZlpL5/MCafT+cQzpZkobyJMZcUgkEPmOfuQq6pByDX/QPx8riegUHpHLcVyrPW1HMtI4SMgsKY+cmwEUbPhxfW5V0wR9bU+43XFZHUfW0JD/bheK1ZuvQq1eD3Ken3goDXLSPEWUfq1ZZ2frfMagCMdkpHLZF6Xddl1D1dTb0qgqem4KuRen+KSP1wENF8scHNVUsSk5bBKCIHxntr3L/TEQhT+j0j9SlRI/XZtAbSNE1G6yeqUX/NidPxj+vnY+MJ0wAknB1OtB4T+iETUfk+W0TbQIE1Ul8cF8pT8XtdSqQ+UVMv5s5DHf0yeg8koppOpOZaz8FIaX7xTyCjvr7U+N7vj+9zRJQ+4HXZZpMl1O8nj1AeISR3cAaZoJy7qA6N5UF88pQZeX9tlyVSn0opW0Tq09bUexJGdLr0e/FzOkyReqWlHQDURoxzNLf34WhPwqiPDunoHhiSQnmmmnqv1cGQ+F016stMbd2yj4CnYoVFfCln6femjILRGcwi7TuX6feM1KdGNa6yFRwSfa6trckmChXFflxz0nTpyBMRtEyZMtkg2u/MrslvG7Pxhqrl4POYa+qLA+aaei3eqqhYVb+PRzfFmHRZen8Lo96JPvVeSwr/REi/LySCJqG8wp7HrZH6I91CJM9vq2eSLJTHzx8hZORMzJ0bwYbV07BhjFS/xUItDIlUUXRp1Huyq6n3pojUB71u2WtzWgZxImFE90XNNfWAsRi/uq8D+9t6TTX1gKGGr6eI1AeskXplc6LWg6k9VzVNQ7Hfg67+wRFFJY6fVi7V5oHcCuUJRhs5EBHQXKbfs6Y+NSWmSH12RuuG1VNxoL0PH1lemOr2w0W8L2WjFMkDgFvXz8eFx03B8WOkfD5eUHu4+zwu03xS5POY5k6jg4Ymjfqu/kE5z6v9lVVEqnJu+tRzLsknAZNQXmFvR+sskfqWDO3sgIRR3ylb2vHzRwgZOYU9i5JxyaXLG9EzMIQNq6YCSB2pF/Xq1kiJirWm3iqMFPS6cenyRiycEjGJfKXCrqYeAOrj6bL72/tM6vcA0NYTTdTUp43UJ+6xUYnURyzGwu3nHYsDbb0p1eIzEQl5MacmjDebOwHkLs1XvbfRRthlpN7hCJgvHt3r6h9kpN6GsKmmPrtSjdk1Yfzr1ctzdUnjjiWNpdA04//RUuz3YOWMitFfVIGjZnkYrUhdmFMTxtGeAVSX+E3RSDFvqun3wkln141AGEDOqN8zUj+WmCP1hb0drbdG6kU7uzQOVZ/buP+E+j0/f4SQkVPYsygZl9SXBvH3H54nf08XSU23MTPX1Lvgs0T1gz4P3C4tKwV/YVRGh3S0xRdQIa5XXxpfjFNF6nsGEDNKPE0pdFaBP5NRX5Yw2K21upcsa8h4relYOb0cbzZ3wuvWTH3gncQcqR+dwXzm/Bo8/95RrD7GeWOnNORFV/8g2wDZMFz1+8nIyhkV2HrrmaNuZ0cSlFhq6gHgf248EYMxHX6P2+TkFVF7U/p9PEJvNyYdvSL93oma+uG1tCPOEvSZOyMUMiJS394bRc/AIFq6Eun3dgineWe/UL/nWkYIGTlcwUjOSZdW502ziTK3tNNSROqz//hGgl5Zf//crpb4dcXT7+NG/X6lpl5s9tp6o4jF893VEk6XSzMZv3Y19aU2KaQjZcV0wziuDgekdoHTqOJFo93kXnDcFDz/96djaZPzPZOFwyRVJggxp0Fno34/WSkr8tnWvJLhoxr1Yv4IeN3ScFcNFzFvFkmjfgj9UcOLapd+39nPSP1EwdoZoZApCXjlZ3x/Wx+OyPT7dJF64/MmSuoYqSeEjAbOICTnpI/UpzPqNdNxqVraZYvLpeHS5UaUfCCurhyypN8faO+V6vfCMG/rGYAQXrZuIf0p0kgBI9X5ug9Nx8YTppl6tTvB6fOqcfHSBnz+zNmOnlfFlCHhwCY3VwbTlSubsLSpFKuY8pyS8Ahq6gkZLdb0eyvqXCl+Vmvq+6JC88ST8u+lUF5OWtpxS5RP1DU8UwebQqBO2UscySJSb11fGaknhIyGwp9FybhHNeobyoLY25pobZcu2qJG8e3S74fD5cc34UdP75JecbGJqJPp930Yij95TFUxdh3uRmt3FLUR4zpcWrKoUifiqrWWxflr58wf1rVlS8DrxvcuXZyTcwtMNfXjeJNxxYomXLGiaawvY9xi6lOfRUs7QpxAZIh4XFrKbKKASbPDbNQDRskTYBjYAa8LA0Mx09+L+mNHWtq5aFSNJYEJ1NIOMPYSbx/qwoG2PkUoz96hanUiMVJPCBkNnEFIzlHT74+tLzE9l22fejuhvOHQWB7Ch2ZVJa4rnu5XE/bDpQGDMR26bgjiTY+r6bf2JNTvrQFndUGeSHXdfgfV78nYURX2IxL0oj4SQEmw8DfMpDAQXRfssnxMkXqZnu+S5U1tvQkl8FTZWB0O9ql3uTS4FccD0+/zy0QSygNU0d1EpL6KkXpCSJ4o/FmUjHvUSP2C+ggef+2g/D19+r25pt5afz8S1fMrVzThL28dNl2Xx+1CdTiA5g5DtTYS9ErvelvPAGLSqLdE6m3S7wsdJ9XvydgR8LrxxOdPhsftYs04yRui64KtUZ/CGappGor8HnT2DUonqt/rSjnHD8UnZCf61IvziHPSiZlfykJeXLCkHkGfZ0Joo8he9W2JTjppW9olCe7y80cIGTk06knOURfrY6eYI/WpaiYFSTX1Lmv6/fA3AafPq8aMqiIc7uiXqveAoVwrjPryIp/sg96qtrSznCuQQvBpIuCk+j0ZW6pLctP2kBA7RPq93dxurqlPHFMcN+oFRvp94tjSkBdt8VaogDN96sV19sd1VmjU5xdN0/BPlx831pfhGEIB/8mdh6Q+jxDoTYXVac71lhAyGmjUk5wjVG0DXhdmVBabnss2Uu/zpBDKG0F03Ot24eFPnYCBoZip5rg+EsQ2tAEAykM+qayuRuqTaupT1IZOBNR7YToqIWQ4CNV6uyyfVEJ5QHL6tTX9vi4SNBn1TqjfA2axPBpVZDQIobzDnUbq/YZVU9O2ExV96gUTKThACMk/NOpJzgl64yrzpcGkvu3pFIxVg9LjSpF+P8J0vdIU/d3rSxMRzbIiH8riPZJbe6Ky30zamvoJtBn0saaeEDJCFjdGsHZ+DU6cWZnyedVwCaYRSrOm39dFAnjjQIf83Yk+9YA54k8nJhkNjWWJdrYbT5iGf1yfXjCXNfWEECehUU9yzvHTyjCvrgQXHTcF4YAHLg0y+p1tpN4QyjNb1ela5Q0XUQsHGO2/Eun39pF6uzTSQkc15GnUE0KGg9/jxk8/ttz++awj9clGvYoTLe0A51t4ksnLtMoifOHM2SgNebFh1dSMWiZJRv0E2kcQQvIPjXqScyqK/fh/n/2Q/D0S9BoRcGRfU58q/d5JcTq7SH1n3yCi8ZZKk0b9vkBa2hFCCg/VUFfnGlGmJfC5XQj47I16p9PvvW6zEj4hI+Ezp8/K+ljr/ofrLSFkNNAtSPKOmv7u9aTpU2+K1BsbLnXPNZKaejvUSH15yCfrQoFE3+Qk9XtP6ohToSM2Gprm3MaZEEIAa0u71On3fo/RsUHM8eGAJymS71j6fXxRSedgJiQXWCP1EynjjxCSfziDkLxTGkoYzOk2ZqaWdvHjxGMel+ZoqmSdEqkvL/LB43bJfstHu42sAmsQxxypnzhfJZEe62MrNEKIwwRsWoGGLUY9kHDcloa8CPnMRr1TDkexpkwksVNSGFjL2yZScIAQkn8mjiVCCoZSJQqeLjqiRuaFSJ7YgDkZpQeAyiK/3CQKtdqy+P9Huw0l26SWdjYRp0JHjAnr6QkhTmPXCtQUqY/PrUIMtSzkM6XiA85F6sWawkg9yTfWNZZrLiFkNHAGIXkn2/R7QN1wJeoeASRt8EaLy6XhmCqj3V5jedB0na0yUm9Nv1dUnB2+nrFE1LkyckUIcRq7lnbW9Hv1+UjQi5BlPnJKKE+sKRQpI/kmOf2eay4hZORQKI/kHTX9Pp36PWBET/oHY/I48b+TyveCe65cij0t3ZhZHQYAlMev80g8Um8N1ZsF5SbOhpCRekJIrjCn3yd+Lk5h1BfHxfMqinxJjtNMa0e2eBipJ2NEcks7fgYJISOHRj3JO6VBJVKfYSPl9biA/sTGK1fp9wAws7oYM6uL5e9VYT8A4HCHYdQnR+rd8f8nVu25iNBzg0EIcZrshPKMx89ZVI9X9nXg6hOmQbecx9ridKQwUk/GCqsjiZF6QshoKJhVrLW1FRs2bEAkEkEkEsGGDRvQ1tZme3w0GsXNN9+MhQsXoqioCPX19fjYxz6G/fv35++iSUrMkfpM6fdCmdiSfp+HxU8Y9Z39gwBS1dSbU0QnCnNrwyj2e7BsatlYXwohZIJh1wrUFKmPz61TSoO4+4rjcFxTWZIj1+NQZF0K5U0gXRRSGDBSTwhxkoKZQa688kps374dmzZtwqZNm7B9+3Zs2LDB9vienh5s3boV//AP/4CtW7fi4YcfxltvvYXzzjsvj1dNUjGc9Htr2r0nh+n3VqrD5r7IdpH6iaR8DwA1JQG8eOsZ+PbFi8b6UgghEwxN06Tx4s+Qfq9iNeod61PvYvo9GRusjqSJFiAghOSXgki/f+ONN7Bp0yZs2bIFK1euBADcd999WL16NXbu3Ik5c+Yk/U0kEsETTzxheuzuu+/GihUr8P7776OpqSkv106SUYXyMqVQ+izGfC7T761UxyP1AmuGvVXMaSIxEe+JEDI+CHjd6B+MWYTyEj+nippbHblOqd/7PEy/J2OD1THFSD0hZDQUxAyyefNmRCIRadADwKpVqxCJRPDcc89lfZ729nZomobS0lLbY/r7+9HR0WH6R5xFtLTLpg96bcSIlteWGP/nSv0+FdUlVqPesgCL9HumbRJCSNY0lAXh0oC6SCIbKlOk3jrnM1JPCh1N02QKvselOVZSQgiZnBREpL65uRnV1dVJj1dXV6O5uTmrc/T19eGrX/0qrrzySpSUlNge961vfQt33HHHiK+VZKYuEoCmmdPw7finy5dgT0sP5tQaivRS/T4fNfXF1vR78/OBCZp+TwghueRnG4/H4c5+1EWC8rFUfepVclVT75FCeXTOkvzjd7swMBhjlJ4QMmrGdBa5/fbboWla2n8vvvgigOQoKQDoup6V6ng0GsXll1+OWCyGH/3oR2mPveWWW9De3i7/ffDBByO7OWJLdUkAP75qGX501dLMx4YDOH5aufxdRGfy0Rc+OVJvfn75tHLMqQnj/CVTcn4thBAyUagpCWDBlIjpseJA+ki91+0yReedUr/3saUdGUN8E7iMjxCSX8Y0Un/jjTfi8ssvT3vMtGnTsGPHDhw8eDDpucOHD6Ompibt30ejUVx66aXYvXs3nnzyybRRegDw+/3w+/1pjyGjZ92C2hH9XT5r6gNeN8IBDzr7DPV7q1BeVdiPxz9/cs6vgxBCJjpFvvRGPWDM+9EhYz62KoePFA9b2pExRHyOGaknhIyWMTXqKysrUVlZmfG41atXo729Hc8//zxWrFgBAPjb3/6G9vZ2nHDCCbZ/Jwz6t99+G0899RQqKiocu3YyNkijPg+ResAQyxNG/cTpRE8IIeMLt0tD0OtGb3TItr1c0OdGR3w+dipSL2rqaVSRsWAiC+4SQvJLQaxi8+bNw7p163Dddddhy5Yt2LJlC6677jqsX7/epHw/d+5cPPLIIwCAwcFBXHLJJXjxxRfxi1/8AkNDQ2hubkZzczMGBgbG6lbIKBEbuXxE6oFEr3ogdQkIIYQQZxB19XZR85ASzXeqpt4qxkpIPhGReqcyTwghk5eCEMoDgF/84hf4zGc+g7Vr1wIAzjvvPNxzzz2mY3bu3In29nYAwN69e/Hoo48CAJYsWWI67qmnnsKaNWtyfs3EeWriG6+60mCGI51B7VVPm54QQnJHsd+NI132UXM1mumU+v3Vq6dhdk0xTjgmc9YgIU7DmnpCiFMUjFFfXl6O//iP/0h7jK7r8udp06aZficTgy+tnYM1c6pw8uyqvLye2qveWlNPCCHEOYRYnm36vRLBd6pPfdDnxmlz02vzEJIrhEAjyz8IIaOlYIx6QgAgEvLi9Hn524CZ0u/z9qqEEDL5EGJ5dgaOmn7vVKSekLGEkXpCiFPQNUhIGtS2di6HhJkIIYQkEwl6AQAhGyFUYfi4XRo1TsiEwBfPSgmw+wIhZJQwUk9IGlhTTwgh+eGTp8xAaciLtcembnkqjH2nlO8JGWv8sqUdI/WEkNFBo56QNFSb0u+5kSSEkFyxbGo5lk0tt31edD3xOqR8T8hYk0i/52eaEDI6OIsQkoYqk1DeGF4IIYRMcoIiUs96ejJB8LsZqSeEOAONekLSEAl6pSed6feEEDJ2SKPeIeV7QsYaRuoJIU7BWYSQNGiahqpiI1rPlnaEEDJ2hGT6PediMjEIx9s4hgPeMb4SQkihw5p6QjJQXeLHvrZeVtQTQsgYwvR7MtH42OppcLk0XHZ841hfCiGkwKFRT0gGRKSeLZQIIWTsEC3tvEy/JxOExvIQbjl73lhfBiFkAsCVkZAMTK8qAgCUhZgeRwghY0WIkXpCCCEkJYzUE5KBG9bMxLH1EZw5r2asL4UQQiYtoqUdhfIIIYQQMzTqCclAJOjFeYvrx/oyCCFkUjOjqhgAMLUiNMZXQgghhIwvaNQTQgghZNwzpzaMp7+0BrWRwFhfCiGEEDKuoFFPCCGEkIJgWmXRWF8CIYQQMu5gYRohhBBCCCGEEFKg0KgnhBBCCCGEEEIKFBr1hBBCCCGEEEJIgUKjnhBCCCGEEEIIKVBo1BNCCCGEEEIIIQUKjXpCCCGEEEIIIaRAoVFPCCGEEEIIIYQUKDTqCSGEEEIIIYSQAoVGPSGEEEIIIYQQUqDQqCeEEEIIIYQQQgoUGvWEEEIIIYQQQkiBQqOeEEIIIYQQQggpUGjUE0IIIYQQQgghBQqNekIIIYQQQgghpEDxjPUFjHd0XQcAdHR0jPGVEEIIIYQQQgiZDAj7U9ij6aBRn4HOzk4AQGNj4xhfCSGEEEIIIYSQyURnZycikUjaYzQ9G9N/EhOLxbB//36Ew2FomjbWlzMmdHR0oLGxER988AFKSkrG+nImPRyP8QXHY/zAsRhfcDzGFxyP8QPHYnzB8RhfcDwS6LqOzs5O1NfXw+VKXzXPSH0GXC4XGhoaxvoyxgUlJSWT/ss1nuB4jC84HuMHjsX4guMxvuB4jB84FuMLjsf4guNhkClCL6BQHiGEEEIIIYQQUqDQqCeEEEIIIYQQQgoUGvUkI36/H7fddhv8fv9YXwoBx2O8wfEYP3Asxhccj/EFx2P8wLEYX3A8xhccj5FBoTxCCCGEEEIIIaRAYaSeEEIIIYQQQggpUGjUE0IIIYQQQgghBQqNekIIIYQQQgghpEChUU8IIYQQQgghhBQoNOonCX/5y19w7rnnor6+Hpqm4be//a3p+YMHD2Ljxo2or69HKBTCunXr8Pbbb5uO2bVrFy688EJUVVWhpKQEl156KQ4ePCiff++993Dttddi+vTpCAaDOOaYY3DbbbdhYGAgH7dYUORjPAS///3vsXLlSgSDQVRWVuKiiy7K5a0VHN/61rdw/PHHIxwOo7q6GhdccAF27txpOkbXddx+++2or69HMBjEmjVr8Nprr5mO6e/vx0033YTKykoUFRXhvPPOw969e03HtLa2YsOGDYhEIohEItiwYQPa2tpyfYsFRT7HQz12yZIl0DQN27dvz9WtFRz5HIu33noL559/PiorK1FSUoITTzwRTz31VM7vsZBwajx++tOfYs2aNSgpKYGmaUlzENfy7MjXeAi4ltvjxFgcPXoUN910E+bMmYNQKISmpiZ85jOfQXt7u+k8XMczk8/xEHAdp1E/aeju7sbixYtxzz33JD2n6zouuOACvPvuu/if//kfbNu2DVOnTsUZZ5yB7u5u+fdr166Fpml48skn8eyzz2JgYADnnnsuYrEYAODNN99ELBbDvffei9deew0/+MEP8JOf/AR///d/n9d7LQTyMR4A8Jvf/AYbNmzAxz/+cbz88st49tlnceWVV+btPguBP//5z/j0pz+NLVu24IknnsDg4CDWrl0r32sAuOuuu/D9738f99xzD1544QXU1tbizDPPRGdnpzzmc5/7HB555BE89NBDeOaZZ9DV1YX169djaGhIHnPllVdi+/bt2LRpEzZt2oTt27djw4YNeb3f8U4+x0Pwla98BfX19Xm5v0Iin2NxzjnnYHBwEE8++SReeuklLFmyBOvXr0dzc3Ne73k849R49PT0YN26dbZrM9fy7MjXeABcyzPhxFjs378f+/fvx3e/+1288soreOCBB7Bp0yZce+21ptfiOp6ZfI6HgOs4AJ1MOgDojzzyiPx9586dOgD91VdflY8NDg7q5eXl+n333afruq4//vjjusvl0tvb2+UxR48e1QHoTzzxhO1r3XXXXfr06dOdv4kJRK7GIxqN6lOmTNH/9V//NT83MkE4dOiQDkD/85//rOu6rsdiMb22tla/88475TF9fX16JBLRf/KTn+i6ruttbW261+vVH3roIXnMvn37dJfLpW/atEnXdV1//fXXdQD6li1b5DGbN2/WAehvvvlmPm6tIMnVeAj+8Ic/6HPnztVfe+01HYC+bdu23N9UgZKrsTh8+LAOQP/LX/4ij+no6NAB6H/84x/zcWsFyUjGQ+Wpp57SAeitra0ZX4treWZyNR5cy4fPaMdC8N///d+6z+fTo9Gorutcx0dKrsZDwHXcgJF6gv7+fgBAIBCQj7ndbvh8PjzzzDPyGE3T4Pf75TGBQAAul0sek4r29naUl5fn6MonJk6Nx9atW7Fv3z64XC4cd9xxqKurw9lnn52U+kfMiNQu8bndvXs3mpubsXbtWnmM3+/HKaecgueeew4A8NJLLyEajZqOqa+vx4IFC+QxmzdvRiQSwcqVK+Uxq1atQiQSkceQZHI1HoBR5nLdddfh5z//OUKhUD5up6DJ1VhUVFRg3rx5+Pd//3d0d3djcHAQ9957L2pqarBs2bJ83V7BMZLxGM1rcS1PT67Gg2v58HFqLNrb21FSUgKPxwOA6/hIydV4AFzHVWjUE8ydOxdTp07FLbfcgtbWVgwMDODOO+9Ec3MzDhw4AMCYtIqKinDzzTejp6cH3d3d+PKXv4xYLCaPsbJr1y7cfffduP766/N5OwWPU+Px7rvvAgBuv/123Hrrrfjd736HsrIynHLKKTh69OiY3d94Rtd1fOELX8BJJ52EBQsWAIBM/62pqTEdW1NTI59rbm6Gz+dDWVlZ2mOqq6uTXrO6upopxjbkcjx0XcfGjRtx/fXXY/ny5bm+lYInl2OhaRqeeOIJbNu2DeFwGIFAAD/4wQ+wadMmlJaW5vjOCpORjsdI4FqemVyOB9fy4eHUWLS0tODrX/86PvnJT8rHuI4Pn1yOB9dxMzTqCbxeL37zm9/grbfeQnl5OUKhEJ5++mmcffbZcLvdAICqqir86le/wmOPPYbi4mJEIhG0t7dj6dKl8hiV/fv3Y926dfjIRz6CT3ziE/m+pYLGqfEQtfVf+9rXcPHFF2PZsmW4//77oWkafvWrX43Z/Y1nbrzxRuzYsQO//OUvk57TNM30u67rSY9ZsR6T6vhszjNZyeV43H333ejo6MAtt9zi3AVPYHI5Frqu44YbbkB1dTX++te/4vnnn8f555+P9evX2zqNJztOj4cdXMuzI5fjwbV8eDgxFh0dHTjnnHMwf/583HbbbWnPke48JLfjwXXcDI16AgBYtmwZtm/fjra2Nhw4cACbNm1CS0sLpk+fLo9Zu3Ytdu3ahUOHDuHIkSP4+c9/jn379pmOAYxNwKmnnorVq1fjpz/9ab5vZULgxHjU1dUBAObPny//xu/3Y8aMGXj//ffze0MFwE033YRHH30UTz31FBoaGuTjtbW1AJDkPT506JD0MtfW1mJgYACtra1pj0nVneDw4cNJ3mqS+/F48sknsWXLFvj9fng8HsycORMAsHz5clx99dU5u69CJB9j8bvf/Q4PPfQQTjzxRCxduhQ/+tGPEAwG8eCDD+by1gqS0YzHcOBanh25Hg+u5dnjxFh0dnZi3bp1KC4uxiOPPAKv12s6D9fx7Mn1eHAdt5DPAn4yPoBFmC0Vb731lu5yufTHH3/c9pg//elPuqZpJnGQvXv36rNmzdIvv/xyfXBw0KlLntDkajza29t1v99vEtcZGBjQq6ur9XvvvdeRa58IxGIx/dOf/rReX1+vv/XWWymfr62t1b/97W/Lx/r7+1OKgf3Xf/2XPGb//v0phfL+9re/yWO2bNlCgR0L+RqPPXv26K+88or89/jjj+sA9F//+tf6Bx98kOO7LAzyNRaPPvqo7nK59M7OTtP5Z8+erX/jG9/Ixa0VJE6Mh0o6oTyu5ZnJ13hwLc+MU2PR3t6ur1q1Sj/llFP07u7upPNwHc+OfI0H13EzNOonCZ2dnfq2bdv0bdu26QD073//+/q2bdv0PXv26LpuKEo+9dRT+q5du/Tf/va3+tSpU/WLLrrIdI6f/exn+ubNm/V33nlH//nPf66Xl5frX/jCF+Tz+/bt02fOnKmfdtpp+t69e/UDBw7If8RMPsZD13X9s5/9rD5lyhT98ccf199880392muv1aurq/WjR4/m7V7HO5/61Kf0SCSiP/3006bPbE9Pjzzmzjvv1CORiP7www/rr7zyin7FFVfodXV1ekdHhzzm+uuv1xsaGvQ//vGP+tatW/XTTjtNX7x4sWlDvG7dOn3RokX65s2b9c2bN+sLFy7U169fn9f7He/kczxUdu/ePalVc1ORr7E4fPiwXlFRoV900UX69u3b9Z07d+pf+tKXdK/Xq2/fvj3v9z1ecWo8Dhw4oG/btk2/7777ZNeBbdu26S0tLbqucy3PlnyNh65zLc+EE2PR0dGhr1y5Ul+4cKH+zjvvmM7DdXx45HM8VCb7Ok6jfpIgPMDWf1dffbWu67r+wx/+UG9oaNC9Xq/e1NSk33rrrXp/f7/pHDfffLNeU1Oje71efdasWfr3vvc9PRaLyefvv//+lK/BhJBk8jEeum5487/4xS/q1dXVejgc1s844wxTqzyi235m77//fnlMLBbTb7vtNr22tlb3+/36ySefrL/yyium8/T29uo33nijXl5ergeDQX39+vX6+++/bzqmpaVFv+qqq/RwOKyHw2H9qquuyqqd1GQin+OhMtk3A6nI51i88MIL+tq1a/Xy8nI9HA7rq1at0v/whz/k4zYLBqfG47bbbkt7Hq7l2ZGv8dB1ruWZcGIs7PZlAPTdu3fL47iOZyaf46Ey2ddxTdd13T45nxBCCCGEEEIIIeMVCuURQgghhBBCCCEFCo16QgghhBBCCCGkQKFRTwghhBBCCCGEFCg06gkhhBBCCCGEkAKFRj0hhBBCCCGEEFKg0KgnhBBCCCGEEEIKFBr1hBBCCCGEEEJIgUKjnhBCCCGEEEIIKVBo1BNCCCFk3KFpGn7729+O9WUQQggh4x4a9YQQQgiRbNy4EZqm4frrr0967oYbboCmadi4caNjr3f77bdjyZIljp2PEEIImWzQqCeEEEKIicbGRjz00EPo7e2Vj/X19eGXv/wlmpqaxvDKCCGEEGKFRj0hhBBCTCxduhRNTU14+OGH5WMPP/wwGhsbcdxxx8nH+vv78ZnPfAbV1dUIBAI46aST8MILL8jnn376aWiahj/96U9Yvnw5QqEQTjjhBOzcuRMA8MADD+COO+7Ayy+/DE3ToGkaHnjgAfn3R44cwYUXXohQKIRZs2bh0Ucfzf3NE0IIIQUGjXpCCCGEJPHxj38c999/v/z9Zz/7Ga655hrTMV/5ylfwm9/8Bg8++CC2bt2KmTNn4qyzzsLRo0dNx33ta1/D9773Pbz44ovweDzyPJdddhm++MUv4thjj8WBAwdw4MABXHbZZfLv7rjjDlx66aXYsWMHPvzhD+Oqq65KOjchhBAy2aFRTwghhJAkNmzYgGeeeQbvvfce9uzZg2effRYf/ehH5fPd3d348Y9/jO985zs4++yzMX/+fNx3330IBoP4t3/7N9O5vvGNb+CUU07B/Pnz8dWvfhXPPfcc+vr6EAwGUVxcDI/Hg9raWtTW1iIYDMq/27hxI6644grMnDkT3/zmNycE6OgAAAIkSURBVNHd3Y3nn38+b+8BIYQQUgh4xvoCCCGEEDL+qKysxDnnnIMHH3wQuq7jnHPOQWVlpXx+165diEajOPHEE+VjXq8XK1aswBtvvGE616JFi+TPdXV1AIBDhw5lrM9X/66oqAjhcBiHDh0a1X0RQgghEw0a9YQQQghJyTXXXIMbb7wRAPAv//Ivpud0XQdgtJ6zPm59zOv1yp/Fc7FYLOPrq38n/jabvyOEEEImE0y/J4QQQkhK1q1bh4GBAQwMDOCss84yPTdz5kz4fD4888wz8rFoNIoXX3wR8+bNy/o1fD4fhoaGHLtmQgghZLLBSD0hhBBCUuJ2u2UqvdvtNj1XVFSET33qU/jyl7+M8vJyNDU14a677kJPTw+uvfbarF9j2rRp2L17N7Zv346GhgaEw2H4/X5H74MQQgiZyNCoJ4QQQogtJSUlts/deeediMVi2LBhAzo7O7F8+XI8/vjjKCsry/r8F198MR5++GGceuqpaGtrw/3334+NGzc6cOWEEELI5EDTRVEcIYQQQgghhBBCCgrW1BNCCCGEEEIIIQUKjXpCCCGEEEIIIaRAoVFPCCGEEEIIIYQUKDTqCSGEEEIIIYSQAoVGPSGEEEIIIYQQUqDQqCeEEEIIIYQQQgoUGvWEEEIIIYQQQkiBQqOeEEIIIYQQQggpUGjUE0IIIYQQQgghBQqNekIIIYQQQgghpEChUU8IIYQQQgghhBQo/x8W97AUigo0zwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(12,5))\n",
    "plt.plot(reg_data['ret'], label='Market Return')\n",
    "plt.title(\"Monthly Market Return\")\n",
    "plt.xlabel(\"Month\")\n",
    "plt.ylabel(\"Return\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6957a0ad-e78a-4233-87d2-a27bf0dbcf72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "plt.plot(reg_data['cpi'], color='purple', label='CPI')\n",
    "plt.title(\"Monthly CPI\")\n",
    "plt.xlabel(\"Month\")\n",
    "plt.ylabel(\"CPI\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "eccf4d5a-986c-4b9e-ba75-2333503504e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "plt.plot(reg_data['marketret3'], label='3M')\n",
    "plt.plot(reg_data['marketret6'], label='6M')\n",
    "plt.plot(reg_data['marketret12'], label='12M')\n",
    "plt.title(\"Long-horizon Market Return\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ce08f04e-db43-414f-8e5c-c1bf0df2ad93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots(figsize=(12,5))\n",
    "ax1.plot(reg_data['ret'], color='purple', label='Return')\n",
    "ax1.set_ylabel(\"Return\")\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(reg_data['cpi'], color='yellow', label='CPI')\n",
    "ax2.set_ylabel(\"CPI\")\n",
    "\n",
    "plt.title(\"Return vs CPI\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "53091848-7204-4927-b9cd-848f64ecfb95",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ADF Statistic: -6.089116499370051\n",
      "p-value: 1.0468386255742832e-07\n",
      "Critical values: {'1%': np.float64(-3.4468876315017423), '5%': np.float64(-2.868829424528516), '10%': np.float64(-2.570653059771218)}\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.stattools import adfuller as ADF\n",
    "\n",
    "result = ADF(reg_data['ret'].dropna())\n",
    "print(\"ADF Statistic:\", result[0])\n",
    "print(\"p-value:\", result[1])\n",
    "print(\"Critical values:\", result[4])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "72f22eac-ceb4-4fcb-b5de-1581120a62c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ret_e</th>\n",
       "      <th>F_mkt_l1</th>\n",
       "      <th>F_rf_l1</th>\n",
       "      <th>F_cpi_l1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1991-02-28</th>\n",
       "      <td>0.014930</td>\n",
       "      <td>0.088240</td>\n",
       "      <td>1.692669</td>\n",
       "      <td>-0.274842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-03-31</th>\n",
       "      <td>-0.067355</td>\n",
       "      <td>-0.014242</td>\n",
       "      <td>1.692669</td>\n",
       "      <td>-0.496656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-04-30</th>\n",
       "      <td>-0.038100</td>\n",
       "      <td>-0.588129</td>\n",
       "      <td>1.692669</td>\n",
       "      <td>-0.385749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-05-31</th>\n",
       "      <td>-0.000717</td>\n",
       "      <td>-0.386039</td>\n",
       "      <td>1.571932</td>\n",
       "      <td>-0.441202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1991-06-30</th>\n",
       "      <td>0.029010</td>\n",
       "      <td>-0.129214</td>\n",
       "      <td>1.330458</td>\n",
       "      <td>-0.016059</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               ret_e  F_mkt_l1   F_rf_l1  F_cpi_l1\n",
       "month                                             \n",
       "1991-02-28  0.014930  0.088240  1.692669 -0.274842\n",
       "1991-03-31 -0.067355 -0.014242  1.692669 -0.496656\n",
       "1991-04-30 -0.038100 -0.588129  1.692669 -0.385749\n",
       "1991-05-31 -0.000717 -0.386039  1.571932 -0.441202\n",
       "1991-06-30  0.029010 -0.129214  1.330458 -0.016059"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 构造三个因子\n",
    "reg_data['F_mkt'] = reg_data['MarketR_e']\n",
    "reg_data['F_rf']  = reg_data['rfmonth']\n",
    "reg_data['F_cpi'] = reg_data['cpi']\n",
    "\n",
    "# 因子滞后 1 期\n",
    "reg_data['F_mkt_l1'] = reg_data['F_mkt'].shift(1)\n",
    "reg_data['F_rf_l1']  = reg_data['F_rf'].shift(1)\n",
    "reg_data['F_cpi_l1'] = reg_data['F_cpi'].shift(1)\n",
    "\n",
    "# 构造超额收益作为因变量\n",
    "apt_data = reg_data[['ret_e', 'F_mkt_l1', 'F_rf_l1', 'F_cpi_l1']].dropna()\n",
    "\n",
    "# 标准化因子（可选，但推荐）\n",
    "for col in ['F_mkt_l1', 'F_rf_l1', 'F_cpi_l1']:\n",
    "    apt_data[col] = zscore(apt_data[col])\n",
    "\n",
    "apt_data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e2c6ffae-94f2-444b-bf23-f1a2d5cfc7c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "apt_sample = apt_data['2000-01':'2024-12']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a95dffc9-f2e6-49b2-bedd-d80ddf137a01",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                  ret_e   R-squared:                       0.038\n",
      "Model:                            OLS   Adj. R-squared:                  0.028\n",
      "Method:                 Least Squares   F-statistic:                     3.995\n",
      "Date:                Sun, 23 Nov 2025   Prob (F-statistic):            0.00822\n",
      "Time:                        21:35:14   Log-Likelihood:                 299.77\n",
      "No. Observations:                 300   AIC:                            -591.5\n",
      "Df Residuals:                     296   BIC:                            -576.7\n",
      "Df Model:                           3                                         \n",
      "Covariance Type:                  HAC                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept      0.0142      0.015      0.940      0.347      -0.015       0.044\n",
      "F_mkt_l1       0.0196      0.010      1.923      0.055      -0.000       0.040\n",
      "F_rf_l1        0.0231      0.022      1.044      0.297      -0.020       0.066\n",
      "F_cpi_l1      -0.0370      0.017     -2.116      0.034      -0.071      -0.003\n",
      "==============================================================================\n",
      "Omnibus:                       14.298   Durbin-Watson:                   2.001\n",
      "Prob(Omnibus):                  0.001   Jarque-Bera (JB):               26.580\n",
      "Skew:                           0.246   Prob(JB):                     1.69e-06\n",
      "Kurtosis:                       4.373   Cond. No.                         6.51\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 6 lags and without small sample correction\n"
     ]
    }
   ],
   "source": [
    "info_dict = {'No. observations': lambda x: f\"{int(x.nobs):d}\"}\n",
    "\n",
    "# 单因子模型\n",
    "model_mkt = smf.ols('ret_e ~ F_mkt_l1', data=apt_sample).fit(cov_type='HAC', cov_kwds={'maxlags': 6})\n",
    "model_rf  = smf.ols('ret_e ~ F_rf_l1',  data=apt_sample).fit(cov_type='HAC', cov_kwds={'maxlags': 6})\n",
    "model_cpi = smf.ols('ret_e ~ F_cpi_l1', data=apt_sample).fit(cov_type='HAC', cov_kwds={'maxlags': 6})\n",
    "\n",
    "# 多因子 APT 模型\n",
    "model_APT = smf.ols('ret_e ~ F_mkt_l1 + F_rf_l1 + F_cpi_l1',\n",
    "                    data=apt_sample).fit(cov_type='HAC', cov_kwds={'maxlags': 6})\n",
    "\n",
    "print(model_APT.summary())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3606bc94-c7cb-4519-9950-acfcee0c9806",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Table - APT Regressions for Monthly Excess Return\n",
      "=================================================\n",
      "                   MKT      RF     CPI     ALL   \n",
      "-------------------------------------------------\n",
      "Intercept        0.014** 0.009   0.002   0.014   \n",
      "                 (0.006) (0.019) (0.009) (0.015) \n",
      "F_mkt_l1         0.022**                 0.020*  \n",
      "                 (0.010)                 (0.010) \n",
      "F_rf_l1                  -0.006          0.023   \n",
      "                         (0.030)         (0.022) \n",
      "F_cpi_l1                         -0.032* -0.037**\n",
      "                                 (0.018) (0.017) \n",
      "R-squared        0.023   0.000   0.016   0.038   \n",
      "R-squared Adj.   0.020   -0.003  0.012   0.028   \n",
      "No. observations 300     300     300     300     \n",
      "=================================================\n",
      "Standard errors in parentheses.\n",
      "* p<.1, ** p<.05, ***p<.01\n"
     ]
    }
   ],
   "source": [
    "results_table = summary_col(\n",
    "    results=[model_mkt, model_rf, model_cpi, model_APT],\n",
    "    float_format='%0.3f',\n",
    "    stars=True,\n",
    "    model_names=['MKT', 'RF', 'CPI', 'ALL'],\n",
    "    info_dict=info_dict,\n",
    "    regressor_order=['Intercept','F_mkt_l1','F_rf_l1','F_cpi_l1']\n",
    ")\n",
    "\n",
    "results_table.add_title(\"Table - APT Regressions for Monthly Excess Return\")\n",
    "print(results_table)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "384746cf-e0e5-435b-a939-b455bb6c9f9d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Table - APT Long-horizon Return Regressions\n",
      "==============================================\n",
      "                     3M        6M       12M   \n",
      "----------------------------------------------\n",
      "Intercept        0.018     0.002     -0.036   \n",
      "                 (0.036)   (0.064)   (0.100)  \n",
      "F_mkt_l1         0.142     0.349     0.445    \n",
      "                 (0.157)   (0.273)   (0.373)  \n",
      "F_rf_l1          26.927    68.323    148.066**\n",
      "                 (23.076)  (43.378)  (74.571) \n",
      "F_cpi_l1         -0.024*** -0.042*** -0.064***\n",
      "                 (0.007)   (0.013)   (0.023)  \n",
      "R-squared        0.078     0.083     0.053    \n",
      "R-squared Adj.   0.068     0.073     0.043    \n",
      "No. observations 289       289       289      \n",
      "==============================================\n",
      "Standard errors in parentheses.\n",
      "* p<.1, ** p<.05, ***p<.01\n"
     ]
    }
   ],
   "source": [
    "apt_long = reg_data[['marketret3','marketret6','marketret12',\n",
    "                     'F_mkt_l1','F_rf_l1','F_cpi_l1']].dropna()\n",
    "\n",
    "apt_long_sample = apt_long['2000-01':'2024-12']\n",
    "\n",
    "model_3m = smf.ols('marketret3 ~ F_mkt_l1 + F_rf_l1 + F_cpi_l1',\n",
    "                   data=apt_long_sample).fit(cov_type='HAC', cov_kwds={'maxlags': 2})\n",
    "\n",
    "model_6m = smf.ols('marketret6 ~ F_mkt_l1 + F_rf_l1 + F_cpi_l1',\n",
    "                   data=apt_long_sample).fit(cov_type='HAC', cov_kwds={'maxlags': 2})\n",
    "\n",
    "model_12m = smf.ols('marketret12 ~ F_mkt_l1 + F_rf_l1 + F_cpi_l1',\n",
    "                    data=apt_long_sample).fit(cov_type='HAC', cov_kwds={'maxlags': 2})\n",
    "\n",
    "results_table_long = summary_col(\n",
    "    results=[model_3m, model_6m, model_12m],\n",
    "    float_format='%0.3f',\n",
    "    stars=True,\n",
    "    model_names=['3M','6M','12M'],\n",
    "    info_dict=info_dict,\n",
    "    regressor_order=['Intercept','F_mkt_l1','F_rf_l1','F_cpi_l1']\n",
    ")\n",
    "\n",
    "results_table_long.add_title(\"Table - APT Long-horizon Return Regressions\")\n",
    "print(results_table_long)\n"
   ]
  }
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